{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting the necessary data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You will need to do this only once"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!rm -rf centro.vcf.gz 2>/dev/null\n",
    "!rm -rf standard.vcf.gz 2>/dev/null\n",
    "!tabix -fh ftp://ngs.sanger.ac.uk/production/ag1000g/phase1/preview/ag1000g.AC.phase1.AR1.vcf.gz 3L:1-200000 |bgzip -c > centro.vcf.gz\n",
    "!tabix -fh ftp://ngs.sanger.ac.uk/production/ag1000g/phase1/preview/ag1000g.AC.phase1.AR1.vcf.gz 3L:21000000-21200000 |bgzip -c > standard.vcf.gz       \n",
    "!tabix -p vcf centro.vcf.gz\n",
    "!tabix -p vcf standard.vcf.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Recipe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tiago/anaconda3/lib/python3.5/importlib/_bootstrap.py:222: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n",
      "/home/tiago/anaconda3/lib/python3.5/importlib/_bootstrap.py:222: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "from collections import defaultdict\n",
    "import functools\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import vcf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def do_window(recs, size, fun):\n",
    "    start = None\n",
    "    win_res = []\n",
    "    for rec in recs:\n",
    "        if not rec.is_snp or len(rec.ALT) > 1:\n",
    "            continue\n",
    "        if start is None:\n",
    "            start = rec.POS\n",
    "        my_win = 1 + (rec.POS - start) // size\n",
    "        while len(win_res) < my_win:\n",
    "            win_res.append([])\n",
    "        win_res[my_win - 1].extend(fun(rec))\n",
    "    return win_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def apply_win_funs(wins, funs):\n",
    "    fun_results = []\n",
    "    for win in wins:\n",
    "        my_funs = {}\n",
    "        for name, fun in funs.items():\n",
    "            try:\n",
    "                my_funs[name] = fun(win)\n",
    "            except:\n",
    "                my_funs[name] = None\n",
    "        fun_results.append(my_funs)\n",
    "    return fun_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "wins = {}\n",
    "size = 2000\n",
    "names = ['centro.vcf.gz', 'standard.vcf.gz']\n",
    "for name in names:\n",
    "    recs = vcf.Reader(filename=name)\n",
    "    wins[name] = do_window(recs, size, lambda x: [1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.98,'Number of bi-allelic SNPs along the genome')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats = {}\n",
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "for name, nwins in wins.items():\n",
    "    stats[name] = apply_win_funs(nwins, {'sum': sum})\n",
    "    x_lim = [i * size  for i in range(len(stats[name]))]\n",
    "    ax.plot(x_lim, [x['sum'] for x in stats[name]], label=name)\n",
    "ax.legend()\n",
    "ax.set_xlabel('Genomic location in the downloaded segment')\n",
    "ax.set_ylabel('Number of variant sites (bi-allelic SNPs)')\n",
    "fig.suptitle('Number of bi-allelic SNPs along the genome', fontsize='xx-large')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "mq0_wins = {}\n",
    "size = 5000\n",
    "def get_sample(rec, annot, my_type):\n",
    "    #We will ignore Nones\n",
    "    res = []\n",
    "    samples = rec.samples\n",
    "    for sample in samples:\n",
    "        if sample[annot] is None:\n",
    "            continue\n",
    "        res.append(my_type(sample[annot]))\n",
    "    return res\n",
    "\n",
    "for name in names:\n",
    "    recs = vcf.Reader(filename=name)\n",
    "    mq0_wins[name] = do_window(recs, size, functools.partial(get_sample, annot='MQ0', my_type=int))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tiago/anaconda3/lib/python3.5/site-packages/numpy/core/fromnumeric.py:2920: RuntimeWarning: Mean of empty slice.\n",
      "  out=out, **kwargs)\n",
      "/home/tiago/anaconda3/lib/python3.5/site-packages/numpy/core/_methods.py:85: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.98,'Distribution of MQ0 along the genome')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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na8L15hljHgNu8tZ9nYYzT3Z/nPfEdziriIuIhC0lsCLSHv3G+1OOkxCswplDN8E2XgOxGGeF0hNwEoEYnBIY/4eTcAFgrV1tjPkdTk/XBJze2ato/sJN1Z0OPO69lsHpfRpXa6XencaYM3HqfP4NJ/kZj5MI1UjMrbWzjTH34iTfI3AS+uHUPzz398BqnBqkj+IsKDQZuMPWrQHbKtbah40xeTiJ3t9xvgD4xHstf4vuhIS19n5jzFxvXL8HMnGetz3AYO9KybWPecUYswcn2fonzjDvZ4A/N7aAk7V2hzHmZJwaq3fg9Mh+glMW6ZMGDvUdv80YcxTOe+FynMRsDfBHnPdSi1hrX/R2xN+OkyT7zpmL/yHLtY8v9NYtvRendmkH77+blcB6H98gnOfmHOAKnGR4DU5Jo9q1ZWsfn2eMORZnhe8bcD7fb+IkovNxRgL42pYYY473Ps6LcRLdEpxFlf4LzG5O7NXOO9mbxN+J8+VIhffaF1prv2zJORu53h+NMQtwepn/gvP+3YgzNaD2qskiImHHNPK7VUREZK9mjLkKpxd8GnCud2jrXskYMxU41Frrb15p2PAOuX4bONpa+4Xb8YiISNNpDqyIiEgDrLUv4sxPPhN4rrG6ru2BMSam9uM0xvTAGWLbop5It3gXxKp+PxKnN3YXdRcRExGRNk49sCIiIlKDMWYw8CLwBs4Q+u7AtThD2/tZa9e4GF6zeIfTLsSZ054InI8zx/hma+2jbsYmIiLNpzmwIiIiUtsGnIWYrgI6AkU49WrvDKfk1etdnAWfRuH83bMCGGOtfb7Bo0REpE1SD6yIiIiIiIiEBc2BFRERERERkbCgBFZERERERETCghJYERERERERCQtKYEVERERERCQsKIEVERERERGRsKAEVkRERERERMKCElgREREREREJC0pgRUREREREJCwogRUREREREZGwoARWREREREREwoISWBEREREREQkLSmBFREREREQkLCiBFRERERERkbCgBFZERERERETCghJYERERERERCQtKYEVERERERCQsKIEVERERERGRsKAEVkRERERERMKCElgREREREREJC0pgRUREREREJCwogRUREREREZGwoARWREREREREwoISWBEREREREQkLSmBFREREREQkLCiBFRERERERkbCgBFZERERERETCghJYERERERERCQtKYEVERERERCQsKIEVERERERGRsKAEVkRERERERMKCElgREREREREJC0pgRUREREREJCwogRUREREREZGwoARWREREREREwoISWBEREREREQkLSmBFREREREQkLCiBFRERERERkbCgBFZERERERETCghJYERERERERCQtKYEVERERERCQsKIEVERERERGRsKAEVkRERERERMKCElgREREREREJC0pgRUREREREJCwogRUREREREZGwoARWREREREREwkKU2wE0RWZmpu3atavbYYiIiIiIiEgQLFy4cKu1NquxdmGRwHbt2pUFCxa4HYaIiIiIiIgEgTFmXVPaaQixiIiIiIiIhAUlsCIiIiIiIhIWlMCKiIiIiIhIWAiLObAiIiIiIiJ79uxhw4YNlJSUuB2KtFBsbCw5OTl06NChRccrgRURERERkbCwYcMGkpKS6Nq1K8YYt8ORZrLWsm3bNjZs2EC3bt1adA4NIRYRERERkbBQUlJCRkaGktcwZYwhIyOjVT3oSmBFRERERCRsKHkNb619/ZTAioiIiIiItMITTzxBcXFxwM7XtWtXtm7d2uLj58yZw+mnn97qOD777DN69uxJbm4uu3fvbvX5AkEJrIiIiIiISCsEOoFtroqKiqCc97XXXuPmm29myZIlxMXFBeUazaUEVkREREREpImKioo47bTT6Nu3L7169eLee+9l48aNDB8+nOHDhwNw/fXXM2DAAHr27Mndd99ddWzXrl25++676d+/P71792bFihUAbNu2jREjRtCvXz+uvfZarLVVx5x99tkcfvjh9OzZk/Hjx1dtT0xM5K677mLQoEHMnz+fmTNn0qNHD4YMGcLbb7/tN/aRI0fy/vvvV92/8soreeutt6ioqODmm2+md+/e9OnTh3/+858899xzTJ48mfvuu49LLrmkzrmef/55Dj74YIYNG8bVV1/N2LFjAcjNza36iYuL49NPP23Fs12XViEWEREREZGwM24cLFkS2HPm5sITTzTcZubMmey7775Mnz4dgF27dvHiiy/yySefkJmZCcADDzxAeno6FRUVHH/88Xz33Xf06dMHgMzMTBYtWsTTTz/NI488wnPPPce9997LkCFDuOuuu5g+fXqNRPWFF14gPT2d3bt3c8QRR3DeeeeRkZFBUVERvXr14r777qOkpISDDjqI2bNn0717d0aOHOk39osuuohJkyZx6qmnUlZWxscff8wzzzzD+PHjWbt2LYsXLyYqKort27eTnp7O559/zumnn875559f4zwbN27k/vvvZ9GiRSQlJXHcccfRt29fAJZ4X5Rp06bx0EMPcdRRRzX/hWiAemBFRERERESaqHfv3nz00UfcdtttfPbZZ6SkpNRpM3nyZPr370+/fv1Yvnw533//fdW+c889F4DDDz+cn376CYC5c+dy6aWXAnDaaaeRlpZW1f7JJ5+kb9++DB48mPXr17Ny5UoAIiMjOe+88wBYsWIF3bp146CDDsIYU3Wu2k455RRmz55NaWkpM2bMYOjQocTFxfHRRx9x3XXXERXl9G+mp6c3+Bx8/fXXHHvssaSnp9OhQwcuuOCCGvtXrlzJLbfcwqRJk1pc77U+6oEVEREREZGw01hPabAcfPDBLFy4kPfff58//elPjBgxosb+tWvX8sgjj/DNN9+QlpbGlVdeWaNsTExMDOAkoOXl5VXb/a3OO2fOHD766CPmz59PfHw8w4YNqzpXbGwskZGRDR5fW2xsLMOGDeODDz5g0qRJXHzxxYBTn7U5qwNXH+JcW1FRERdeeCETJkxg3333bfI5m0o9sCIiIiIiIk20ceNG4uPjufTSS7n55purhtF6PB4ACgoKSEhIICUlhby8PGbMmNHoOYcOHcprr70GwIwZM9ixYwfgDE9OS0sjPj6eFStW8OWXX/o9vkePHqxdu5bVq1cDMHHixHqvddFFF/Hiiy/y2WefcdJJJwEwYsQInn322aqEevv27Q3GO3DgQD799FN27NhBeXk5b731VtW+q666iquuuopjjjmm0cfdEkpgRUREREREmmjp0qUMHDiQ3NxcHnjgAf785z9zzTXXcMoppzB8+HD69u1Lv3796NmzJ6NHj+boo49u9Jx33303c+fOpX///syaNYv99tsPgJNPPpny8nL69OnDX/7yFwYPHuz3+NjYWMaPH89pp53GkCFD2H///av2LViwgDFjxlTdHzFiBHPnzuWEE04gOjoagDFjxrDffvvRp08f+vbty3//+1+/18nNzQWgc+fO3HHHHQwaNIgTTjiBww47jJSUFNatW8ebb77JCy+8ULWQ04IFC5r2xDaRaaj7t60YMGCADfQDFxERERGR8PLDDz9w6KGHuh2GAIWFhSQmJlJeXs4555zD6NGjOeecc5p0rL/X0Riz0Fo7oLFj1QMrIiIiIiIizXLPPfeQm5tLr1696NatG2effXZIrqtFnERERERERKRZHnnkEVeuqx5YERERERERCQtKYEVEJKDCYW0FERERCU9KYEVEJGDGvj+WHv/q4XYYIiIi0k4pgRURkYAp2lPE2h1r3Q5DRERE2iklsCIiEjAvLXmJPZV7KCkvcTsUERGRNmvnzp08/fTTIb1maWkpJ5xwArm5uUyaNCmk1w4kJbAiIhJw+UX5bocgIiLSZjWUwFZUVATlmosXL2bPnj0sWbKEkSNHBuUaoaAEVkREAi6/WAmsiIi0Xy+//DJ9+vShb9++XHbZZeTn53PeeedxxBFHcMQRRzBv3jzAqZU6evRohg0bxgEHHMCTTz4JwO23387q1avJzc3llltuYc6cOQwfPpxRo0bRu3dvAB577DF69epFr169eOKJJ+rEMGPGDC688MKq+3PmzOGMM84AYObMmfTv35++ffty/PHHs2XLFi699FKWLFlCbm4uq1evrnGu1atXM3jwYI444gjuuusuEhMTAbjrrrvIzc0lNzeXzp07c9VVVwX+yWwm1YEVEZGAqLSVVf9OiUlxMRIREdkbjJs5jiWblwT0nLmdcnni5LrJYnXLly/ngQceYN68eWRmZrJ9+3bGjh3LjTfeyJAhQ/j555856aST+OGHHwBYsWIFn3zyCR6Ph0MOOYTrr7+eBx98kGXLlrFkiRP/nDlz+Prrr1m2bBndunVj4cKFvPjii3z11VdYaxk0aBDHHnss/fr1q4rjxBNP5Nprr6WoqIiEhAQmTZrEyJEjyc/P5+qrr2bu3Ll069aN7du3k56eznPPPccjjzzCe++9V+cx3XDDDdxwww1cfPHFPPvss1Xb77vvPu677z527drFMcccw9ixYwPxNLeKemBFRCQgCssKAXh0xKMcmH6gy9GIiIgEx+zZszn//PPJzMwEID09nY8++oixY8eSm5vLmWeeSUFBAR6PB4DTTjuNmJgYMjMz6dixI3l5eX7PO3DgQLp16wbA559/zjnnnENCQgKJiYmce+65fPbZZzXaR0VFcfLJJzNt2jTKy8uZPn06Z511Fl9++SVDhw6tOld6enqjj2n+/PlccMEFAIwaNarGPmstl1xyCTfeeCOHH354M56p4FAPrIiIBESkieRvx/2NI3OOpKS8hNioWLdDEhGRdqyxntJgsdZijKmxrbKykvnz5xMXF1enfUxMTNW/IyMjKS8v93vehISEGtdoipEjR/Kvf/2L9PR0jjjiCJKSkvzG1xr33HMPOTk5bWL4MKgHVkREAiQhOoHbh9zOsS8dy1/n/tXtcERERILi+OOPZ/LkyWzbtg2A7du3M2LECJ566qmqNr6hwfVJSkqq6qH1Z+jQobzzzjsUFxdTVFTElClTOOaYY+q0GzZsGIsWLWLChAlVCzMdeeSRfPrpp6xdu7YqvsYMHjyYt956C4DXX3+9avt7773Hhx9+WDV3ty1QAisiIgFRvKeYdbvWkRCdoFWIRUSk3erZsyd33nknxx57LH379uWmm27iySefZMGCBfTp04fDDjusxjxSfzIyMjj66KPp1asXt9xyS539/fv358orr2TgwIEMGjSIMWPGVM1/PfXUU9m4cSPg9OiefvrpzJgxg9NPPx2ArKwsxo8fz7nnnkvfvn3rXXH4rrvu4t133wXgiSee4LHHHmPgwIFs2rSJlBRnLYtHH32UjRs3MnDgQHJzc7nrrrta9qQFkGlq97SbBgwYYBcsWOB2GCIi0oBZq2dx0qsnAXBOj3N4e+TbLkckIiLtzQ8//MChhx7qdhjtTnFxMXFxcRhjeP3115k4cSJTp04N2vX8vY7GmIXW2gGNHRvUObDGmFTgOaAXYIHRwI/AJKAr8BNwobV2RzDjEBGR4CsoLQAgIy6DrcVbXY5GREREmmrhwoWMHTsWay2pqam88MILbodUr2Av4vQPYKa19nxjTDQQD9wBfGytfdAYcztwO3BbkOMQEZEg8yWwB6QdoDqwIiIiYeSYY47h22+/dTuMJglaAmuMSQaGAlcCWGvLgDJjzFnAMG+z/wBzUAIrIhL2fAnsmP5jKCorcjkaERERaY+C2QN7AJAPvGiM6QssBG4Asq21mwCstZuMMR39HWyMuQa4BmC//fYLYpgiIhIIvgR2dL/RREWoSpuIiARHoMvESGi1dg2mYK5CHAX0B56x1vYDinCGCzeJtXa8tXaAtXZAVlZWsGIUEZEAObn7yTx58pNU2krW71rPnoo9bockIiLtTGxsLNu2bWt1EiTusNaybds2YmNbXis+mF+RbwA2WGu/8t5/EyeBzTPG7OPtfd0H2BLEGEREJEQGdh7IwM4Dmbh0IqPeHsXy3y7nsKzD3A5LRETakZycHDZs2EB+vtZaCFexsbHk5OS0+PigJbDW2s3GmPXGmEOstT8CxwPfe3+uAB703gZvfWYREQmZVdtXAZCV4Iya0UrEIiISaB2M3JZXAAAgAElEQVQ6dKBbt25uhyEuCvYkpd8Dr3lXIF4DXIUzbHmyMeY3wM/ABUGOQUREQuAPM/5AfnE+z53xHAD5Rfp2XERERAIrqAmstXYJ4K8Y7fHBvK6IiISep8xDckxyVQ+sSumIiIhIoAVzEScREdmLFJQWkByTTEZcBqAeWJFwZq1l6oqplFeWux2KiEgNSmBFRCQgfAlsTFQMj5/0OCMOHOF2SCLSQjNWzeDsSWfzf5/9n9uhiIjUoEJ9IiISEAWlBSRHJwMwbvA4l6MRkdbomNARcKYGiIi0JUpgRUQkIJ497Vm6pnYFYEPBBgrLCumR2cPdoESkRXI75WIwxEXFuR2KiEgNSmBFRCQgLuj566Ly10+/ng0FG1h87WIXIxKRlvKUerBYfvH84nYoIiI1aA6siIi0Wkl5CZ+s/YQtRVsAyIrP0iJOImHs9WWvA5Aam+pyJCIiNSmBFRGRVlu/az3HvXwcs1bPAiAzPpP84nystS5HJiItUVhWCMC9w+51ORIRkZqUwIqISKsVlBYAkBzjLOKUFZ9FWUWZFoARCVOeMg8GQ3yHeLdDERGpQQmsiIi0Wp0ENiELgK3FW12LSURazjcHtsvjXTSSQkTaFCWwIiLSarUT2GP3P5bXzn2NjLgMN8MSkRbyjZ74xfNL1XBiEZG2QKsQi4hIq9VOYLuldaNbWjc3QxKRVri87+VsKNjAB6s/IK8oj6SYJLdDEhEB1AMrIiIBcFy343j3onfpnNQZgLKKMuaum8u6netcjkxEWmLo/kO56cibANhcuNnlaEREfqUEVkREWq1zcmfOOOQM4jrEAU5ZnWNfOpbJyye7HJmItMTSvKVVQ4fzCvNcjkZE5FcaQiwiIq327eZv2VS4iZO7nwxAUnQS0ZHR5BerFqxIOLrinSuI6xDHqN6j6JTYye1wRESqKIEVEZFWm7BoAq8ve52ttzqrDhtjyIrP0irEImHKU+ahR2YPXjv3NbdDERGpQUOIRUSk1QpKC6oWcPLJSshSD6xImPKUekiKdhZuKq8sdzkaEZFfKYEVEZFW85vAxmeRX6QEViQceco8JMUkceTzR3Le5PPcDkdEpIqGEIuISKv5S2D/etxfsda6FJGItFRFZQXFe4pJjE4kKTpJiziJSJuiBFZERFqtoLSgzkIvAzsPdCkaEWmtNy54gx6ZPVizYw0rt690OxwRkSpKYEVEpNVeOOsFIkzNWSlrdqzhqw1fcf5h59MhsoNLkYlIc0VGRHL+YecDkJ2QzebCzVhrMca4HJmIiObAiohIAPTJ7kOvjr1qbJu1ehaj3h6lhZxEwoyn1MOs1bPIL8onOzGbkvISPGUet8MSEQGUwIqISAC8uPhFvt38bY1tWfFZAFrISSTM/LjtR0569STmb5jPUV2O4tajbtV8dhFpM5TAiohIq+yp2MPod0fz7o/v1tieleBNYNUDKxJWPKVOb2tSdBJHdTmKv5/4d1JiU1yOSkTEoQRWRERaxTe0sPYqxJnxmYB6YEXCTWFZIQBJMUlYa9lVsqtqm4iI25TAiohIqxSUFgB1E1jfEOKtxVtDHpOItJzvS6mk6CS2FG0h9e+pvLTkJXeDEhHx0irEIiLSKvUlsBnxGXwx+gsOyjjIjbBEpIWq98BmxmcSYSJUC1ZE2gwlsCIi0ir1JbARJoIjuxzpRkgi0gqnHnQq7496n8z4TCIjIsmKzyKvSAmsiLQNSmBFRKRV+u/Tn6XXL2X/lP3r7Ju6YioRJoIzDjnDhchEpCVyknPISc6pup+d6NSCFRFpC5TAiohIq8R3iK9TA9bn0fmPKoEVCTMLNy5kU+EmTj/4dAA6JXZSD6yItBlaxElERFpl8abF/POrf1K8p7jOvsz4TC3iJBJm/r3w34x5d0zV/av7X81vB/zWxYhERH6lBFZERFpl9trZ/GHmH6iorKizLys+S3VgRcJMYVkhSTFJVffPP+x8rsi9wsWIRER+pQRWRERapaC0AIMhITqhzr6shCy2FW+j0la6EJmItISnzENS9K8JbFFZEd/nf09ZRZmLUYmIOJTAiohIqxSUFpAUk0SEqfsrJSs+iwpbwc6SnS5EJiIt4Sn11OiBnbJiCj2f7snaHWtdjEpExKEEVkREWqWgtKBGb011l/W9jJ9u+ImUmJQQRyUiLVVYVkhidGLV/eyEbAAt5CQibYJWIRYRkVYpKCuoUwPWJz0unfS49BBHJCKt8Z+z/1NjREWnxE4A5BUqgRUR9ymBFRGRVplwxgSKyor87ttWvI1/L/w3px98On2y+4Q4MhFpiZ4de9a4n53o9MCqFqyItAUaQiwiIq2SGptK5+TOfvcV7ynmztl38tWGr0IclYi01POLnmfhxoVV9zPiMog0kRpCLCJtghJYERFplSe+fIJ3Vrzjd19WQhaASumIhIlKW8nV065m6o9Tq7ZFRkQy4YwJnHvouS5GJiLiUAIrIiKt8uj8R3n3x3f97ouNiiUxOpGtxVtDHJWItETxnmIsts7CbFf1u4r++/R3KSoRkV8pgRURkVYpKK1/ESdwSumoB1YkPHhKPQA1yugArNmxhi83fOlGSCIiNSiBFRGRFqu0lU7NyHrK6ABkxmeSX6QEViQcFJYVAtQoowNw76f3MvLNkW6EJCJSg1YhFhGRFisqK8JiG+yBnXXZLBI6JIQwKhFpKU+Ztwe21pdS2QnZbC7cjLUWY4wboYmIAEpgRUSkFXx/7DaUwKbGpoYqHBFppcOyDuOH3/3Avkn71tienZBNWUUZu0p36TMtIq5SAisiIi22T+I+FN1RRISpf0bKrNWzmP6/6fzjlH+EMDIRaYnYqFh6ZPaos71TYicA8grzlMCKiKs0B1ZERFrMGEN8h3hio2LrbbN402Ke/PpJisqKQhiZiLTEsi3LeHz+4+ws2Vlje3ZiNgCbCze7EZaISBUlsCIi0mLf53/PTR/cxM+7fq63ja8WrErpiLR989fP56ZZN1Ut5uTTr1M/pl40lV4de7kUmYiIQwmsiIi02IqtK3j8y7q9NdVlxmcCqJSOSBiobxGnjPgMzjzkTDLiM9wIS0SkihJYERFpsYLSAqDuH7vVZcU7PbAqpSPS9vl6XhOi664c/sGqD1i0aVGoQxIRqUEJrIiItJgvgW1oFeKshCwiTERVWxFpuzylHuKi4oiKqLvO51VTr+Lpb552ISoRkV9pFWIREWkxT6l3uGFM/T2wB6YdyJ6/7GlwpWIRaRs8ZZ56P8/ZidlaxElEXKe/JqRN2OTZ5HYIItICJeUlxEXFER0ZXW8bY4ySV5Ew8fCJD7P42sV+92UnZJNXlBfiiEREatJfFOKqgtICzn79bPZ9bF9mr53tdjgi0kz3H3c/hXcUNtru1g9v5V9f/ysEEYlIayTFJLFv0r5+93VK7EReoRJYEXGXElhxzbyf59H32b5M/XEqABlxWtlQJBw1pXd15qqZfLjmwxBEIyKtMX7heF7+9mW/+3w9sNbaEEclIvIrJbDiiik/TGHoS0OJMBF8MfoL7N2Wvp36uh2WiDTTw/Me5m+f/a3RdlkJWSqjIxIGJiyawMRlE/3uu/6I6/nyN19iUQIrIu5RAish5fvW9rhux3HT4JtYcu0SjuxyJAWlBfxS8IvL0YlIc0373zRmrZ7VaLus+CyV0REJA55ST71lsbqmdqXfPv00p11EXKX/gSQkrLU8v+h5jnnxGErLS0mJTeHhEQ9XrXR4xsQzuPiti12OUkSaq6C0oMESOj5Z8VlsLd4agohEpDUKywrrTWC3Fm9l/MLx/LTzp9AGJSJSjRJYCbqtxVs5b/J5jJk2hpioGL+1IHOSc/jFox5YkXDjKfM0KYHNSc4hKSaJisqKEEQlIi3lKfOQGJ3od9/mws1c+961fLXhqxBHJSLyKyWwElSzVs+izzN9mL5yOo+c+AgfXvYhWQlZddrlJOWwoWCDFoYQCTNN7YG9bchtrBu3jsiIyBBEJSItYa11emDrqQPbKbETgGrBioirotwOQNqvSlvJ7R/dTlpcGjMumdHgIk05yTmUVZSxtXir3wRXRNqm2KhYMuMz3Q5DQszca7jlqFt46MSH3A5FAsgYw+47d1NpK/3uT49LJ9JEqhasiLhKPbAScEvzlrKrZBcRJoKpF01lwdULGl1hOCc5B0DDiEXCzPob13Pf8Psabbdi6wpOfe1UFmxcEIKoJJjKKsoAePiLh12ORIIhOjKa2KhYv/siTATZidmqBSsirlICKwFTaSt5fP7jDJgwgDs+vgOALildiOsQ1+ixh+97OE+d8lTV8CQRaV/KK8uZsWoGa3ascTsUaaUtRVsAGNR5kMuRSKDlFebx+/d/z+JNi+ttk52QzeYiDSEWEfcogZWA2OjZyMmvnsxNs27i5O4nc8+we5p1/H4p+/G7gb9TAisSRjZ6NnL262fz+c+fN9rWN8xYpXTCny+BvX3I7S5HIoG2qXATT33zVIOrDL898m1ePvvl0AUlIlJLUBNYY8xPxpilxpglxpgF3m3pxpgPjTErvbdpwYxBgu/Tnz6l9zO9+fznz3n2tGd5Z+Q7LZrH+n3+96zctjIIEYpIMGwp2sLUH6c2qTxORlwGgErptAP7p+zPxPMm0q9TP7dDkQDzlHoA6l3ECZxasBnxGaEKSUSkjlD0wA631uZaawd4798OfGytPQj42HtfwtiB6Qdy+D6Hs/jaxVw74FqMMS06z8mvnswDnz0Q4OhEJFh8JbGasgpxh8gOpMWmkV+sHthwlxGfwQerP2D4f4a7HYoEmKfMSWDrK6MDMH/9fO7+5G5VDRAR17gxhPgs4D/ef/8HONuFGKSVvtrwFddMu4ZKW0lOcg6zLpvFIZmHtOqcOclOKR0RCQ/NSWDBmeueGpsazJAkBFZsXcHCjQvZUbLD7VAkwArLCgFIiq6/B/bLDV9y39z79PqLiGuCXUbHArOMMRb4t7V2PJBtrd0EYK3dZIzpGOQYgqqkvIRNnk3sm7QvMVExbocTEh+u/pBTXjuFnOQcfin4hS4pXQJy3pzkHL7L+y4g5xKR4GtuAvvhZR8GMxwJkQkLJ7B0y1IMhkpbSYTRchrtRUl5CREmosEhxNVrwabHpYcqNBGRKsH+rXO0tbY/cArwO2PM0KYeaIy5xhizwBizID+/7Q45+2DVBxzw5AEsz1/udigh89Gaj4gwESy5bknAkleAzkmd2VCwQcOSRMJEVEQUXVO7khKT4nYoEkJbip1FnCy2as6ktA+X972c8r+U0yW5/t/t2YnZACqlIyKuCWoCa63d6L3dAkwBBgJ5xph9ALy3W+o5dry1doC1dkBWVvMXBAoV33C4nSU7XY4kdPKK8shOzA74UMCc5ByK9hRV9eqISNt2Yc8LWXvD2qo/aBvz2PzHOP7l44MclQRb9cRlb/rdt7cwxjS4lkV2gjeBLVICKyLuCFoCa4xJMMYk+f4NjACWAe8CV3ibXQFMDVYMoeBL4naV7HI5ktDZXLg5KOVuzjzkTKZeNHWvGYotsrfJL8pn7rq5GmUR5rYUbaFLchduO/q2JtX5lvDx36X/5bfTf9tgm+pDiEVE3BDMObDZwBTvt3hRwH+ttTONMd8Ak40xvwF+Bi4IYgxBlxLrDJ3bm76Fvm7AdZSWlwb8vAdlHMRBGQcF/LwiEhyPzX+Meevn8daFbzWpfVZCFuWV5ewq3aXFnMJYXlEepx90Og+e8KDboUiAff7z57zx/Rs8fdrT9bZJj0tn263bSItVFUQRcUfQElhr7Rqgr5/t24B2M4ZsbxxCfHaP4CwcvadiDx+v/Zhuqd1avaKxiATfd3nfsWDjgia3z4p3poPkF+UrgQ1jb17wJimxKezYvYOYqBjiO8S7HZIEiKfM0+AKxOAMMdbiTSLiJi0d2ErJMck8ftLjDOs6zO1QQqLSVrJg4wJ27A788vkWyymvncLry14P+LlFJPAKSguavAIxQGZ8JgBbi7cGKyQJgaP3O5rE6ETSH0pn0rJJbocjAVRYVthgDVifp795mn98+Y8QRCQiUpcS2FaKMBGMGzyOfvv0czuUkNi+eztHTDiCV757JeDnjo6MJjshW7VgRcJEcxPYLildOGa/Y4iKCHYFNwmWrcVbee2716qmkexNo4/2Bp5ST4MldHze+997Qfk7QESkKZTABsCq7atYtX2V22GEhG/RhmAs4gTOSsS/eH4JyrlFJLAKSguaVUKnV8dezL1qLkd0PiKIUUkwLc1byqVTLuUXzy8YDDtKAj8aR9wTExVTtcpwQzoldtIiTiLiGn0NHgDnTT6PbqndeOeid9wOJeh85ROa8guuJXKSc1izY01Qzi0igdUtrRs5STluhyEh5Cud0imxEymxKeqBbWemj5repHbZCdlsKdpCpa0kwqgvRERCS//rBEBKzN7zS9z3jWtT6z42V05yjoYQi4SJSedP4tGTHm3WMQPGD+DeOfcGKSIJtupfYqbFpqkHdi+VnZjNnso9QVkPQ0SkMUpgAyA1NnWvSWCrf/seDDcMuoGPLv8oKOcWEfflF+ezZqdGWYSrLUVbiIqIIi0ujVuPvpULDgvrSnhSy8g3R/LSkpcabdcpsRNxUXFs270t+EGJiNSiIcQBkBqbytItS90OIyROPehU0uPSmzXvrTlUB1YkPFRUVtDv3/0YN3gco/uNbvJxWfFZ5BflBzEyCaa8ojyy4rOIMBFcN+A6t8ORALLW8tb3b9E9rXujbS/seSEje47EGBOCyEREalIPbADsTT2wPTJ7cGXulUH7pbV993aeW/Sc5sGKtHGFZYUs3bKUXSW7mnVcZnymyuiEsfuH38/MS2cCzv/Xq7evdjkiCZTSilIqbEWTyuhEmAglryLiGiWwAXB538sZf/p4t8MIifnr57Nsy7KgnX9b8TaunnY1n//8edCuISKtV1BaANCsMjoAWQlZ5BerBzZc7ZO0D32y+wBw64e3MvSloS5HJIHiKfUANKmMTkl5CVe8cwXvrGj/i1eKSNujBDYABuw7gAt67h3zgH77/m/508d/Ctr5Oyd3BtBCTiJtXEsT2KO7HM1xXY8LRkgSAs988wyfrfsM2LtGH+0NPGXeBDa68QQ2JjKGiUsn8tWGr4IdlohIHUpgA2Br8VZmr51NUVmR26EEXV5hHp0SgrOAE0B8h3jS49KVwIq0cS1NYK8bcB3Pn/V8MEKSILPWctOsm3j3x3cBSItNo3hPMWUVZS5HJoFQXllO9/TuZMZnNtrWGEN2Yjabi1QLVkRCTwlsAHz606cc//LxrN7RvucCVdpKthRtCVoJHZ+c5Bx+8fwS1GuISOvERsUyvOtw9knax+1QJEQ8ZR5KykvomNARcHpgAfXCthMHZxzMyt+v5LSDT2tS++yE7KqySiIioaQENgD2ll/i24q3UWEryE4IfgKrHliRtq3fPv2YfcXsqvmQTTVr9SxSHkxh0aZFQYpMgmVL0Rbg1zrgaXFpAKoFupfKTsyuqg0vIhJKSmADICXWKSnT3hNY3y+qYNWA9Xn2tGf54NIPgnoNEXFHfId4CkoLVEonDPl623w9sIM6D+LZ055t0pBTaftmr53N8P8MZ93OdU1qf2DagcR3iA9yVCIidakObAD4emCbW04i3HRN7cqHl31I7469g3qdLildgnp+EWm98QvH8/AXD7PomkVNWrXUJys+C0CldMJQXpGTwPpG4RyYfiAHph/oZkgSQOt2rmPOT3Ow2Ca1f/KUJ4MckYiIf+qBDYC9ZQhxUkwSJxxwQtDnwP649Ufu/uTuquFqItL2bPJsYtX2Vc3ugclKcBJYldIJP2ccfAbrb1xPz449ASirKGPRpkWaB9lO+FYhbkodWBERNymBDYDU2FSmXjSVMw850+1QgmrJ5iW8+f2bVNrKoF5n3a513Df3Pv637X9BvY6ItFxBaQEJHRKIjIhs1nGpsalEmkj1wIahDpEdyEnOIToyGnDWRTh8/OFMWTHF5cgkEArLCoGmldEBpy78cf85jlXbVwUzLBGROpTABkBURBRnHnIm+6fu73YoQfXfpf/l0rcvxWCCep2c5BxAtWBF2rKC0oJml9ABiDARXDfgOnI75QYhKgmmN5a/wRNfPlF13zf6SIs4tQ+eUg8dIjoQExXTpPalFaV88tMn/Lzr5yBHJiJSk+bABsjstbOJ7xDP4JzBbocSNHlFeXRK7IQxSmBF9nYFZS1LYAGeOvWpAEcjoTBp+SSW5y9n3OBxAMR1iCMmMqbdT5/ZW3RM6Nisv2F8CzpqCLmIhJp6YANk7PtjeeSLR9wOI6g2F24O+vxXgOSYZJKik5TAirRh/Tv155Tup7ToWGstu/fsDnBEEmx5RXl1yqilxqayo0Q9sO3BjUfeyNyr5ja5ve+9oFI6IhJq6oENkNTY1Hb/LXReYR77pewXkmt1Tu7MRs/GkFxLRJrvtiG3tfjYS96+hEWbFrFi7IoARiTBtqVoS52h32lxaUpg91KpsalER0ZXrU4tIhIqSmADJDU2td2vmptXlMfAzgNDcq2vxnzV5IUkRCS8pMamahGnMJRXmEfH+I41tj064lHSYtNcikgC6Zpp11BpK3nuzOea1N4Yw5D9huj1F5GQUwIbICmxKazcvtLtMIJqzhVzmry4Q2u1dG6diIRGr6d7cXy34/nHKf9o9rFZ8Vls372disqKZq9iLO4oqyijoLSgzjSSUw861aWIJNCWblna7BI6H1/+cZCiERGpn+bABkhqTPsfQnxI5iF0Te0akmt9vOZjfjP1N5RXlofkeiLSPBs9G7HYFh2bGZ+JxbJ99/YARyXBEh0ZTdlfyrj5qJtrbP9x64/MXjvbpagkkArLCjXySUTCghLYAPnjUX9kxiUz3A4jaDZ5NvHEl0+wftf6kFxv5faVvLDkBa1uKNIGWWtbXEYHICshC4D84vxAhiVBFhURRWxUbI1tT371JBe+caFLEUkgeUo9JMU0L4F9aN5DHPPiMUGKSETEPyWwAdI9vTsD9h3gdhhBs2zLMm784EZ+2vlTSK6nUjoibdfu8t1U2IoW99b0ze7LHUPuICUmJcCRSbAs2rSI307/bZ3/k9Pi0thZshNrW9YbL22Hp8zT7M/0rpJdzF8/n0pbGaSoRETqUgIbIGt2rOG5Rc/hKfW4HUpQ+FYZ9NV9CzYlsCJtV0FpAdDyueqHZh3KA8c/QOfkzoEMS4Lo283f8syCZyirKKuxPTU2lQpbQWFZoUuRSaAcmXMkPbN6NuuY7MRsKmyFpgOISEgpgQ2Qr3/5mqunXd1uEy5fnbdQ1IEFJbAibVmkiWR07mh6dezVouOtdea/7irZFeDIJFh8q+z7qwMLtPs1IPYG7416j+uPuL5Zx/i+1FYtWBEJJSWwAdLef4nnFeYRGxUbsgUeMuIySI1NpWhPUUiuJyJNl5WQxfNnPc8x+7ds7tueyj1kPJTBP7/+Z4Ajk2DJK8ojoUMCCdEJNbb7SqioFuzeyfeFhtarEJFQUgIbIO0+gS3Ko1NiJ4wxIbmeMYbtt27njmPuCMn1RKTpKm1lq+Y8RkdGkxKTQn6RFnEKF3lFeXRM6Fhn+5D9hjDr0ll0S+3mQlQSKOt3rafrE115+4e3m3Xcfin7ceIBJxLXIS5IkYmI1KU6sAHS3hPYZ057JuTfsIcqWRaR5nn3x3c5b/J5LL52MX2y+7ToHJnxmVqFOIyUV5b7nbOcnZjNiYknuhCRBNLOkp2s27WOisqKZh3XLa0bsy6bFaSoRET8UwIbIL7VNNtrApsQXXfoWLBNWDiBuT/P5ZVzXgnpdUWkYQWlBVTaShKjE1t8jqyELCWwYWTS+ZP89rrv3rOb6Sun0ye7DwdnHOxCZBIIvkW4mltGR0TEDRpCHCBZCVksvX4po3qPcjuUoLhnzj18uPrDkF5z9Y7VTF4+Wcvzi7QxvlWIWzMnPjM+k63FWwMVkoSAv1Exu8t3c8EbF/D+yvddiEgCxVPmVFBoyWd66ItDuf695i3+JCLSGkpgAyQqIopeHXuREtv+6hpWVFZw/9z7+eznz0J63ZzkHMoqyvRHrkgb09oyOgBj+o3hxsE3BiokCaKKygrOev0spq6YWmefb/TRjt1axCmctaYHtqS8hLU71wY6JBGRemkIcQC9sPgFOiV24tSDTnU7lIDaWryVSltZp3xCsHVOcuZbbSjY4HfxEBFxh6fUQ3RkNDFRMS0+x1k9zgpgRBJM23Zv490f3+XEA+rOdY2MiCQ5JrndTp/ZW3RM6MjZPc4mMz6z2cdmJ2ar5J2IhJR6YAPowc8f5JXv2t98TV99N1+9t1BRLViRtunILkcybtC4Vp3DU+rhu7zv2FOxJ0BRSbDUVwPWJy02TWV0wtyQ/YYwZeQU9k3at9nHdkropDqwIhJSSmADKDU2tV1+C51X5NR3y04MbQ9sl5QudE/vrjmwIm3MmYecyd9P/HurzvH2D2/T99m+rC9YH6CoJFh8NT7rGwmTFpfWLn/3SdNkJ2aTX5Sv39UiEjIaQhxA7TWB9c1BDfUQ4k6JnVj5+5UhvaaINK6gtICYyJhWDSH2DVXML8rngLQDAhWaBEFjX2K+fPbLIV+lXgLr3jn38u+F/+aXm35pdgm7QZ0HcVnfyygpLyG+Q3yQIhQR+ZUS2ABKjU1tl70Jo3qP4pwe57Tqj1URaT/Oev0sKiormHvV3BafIyshC0CLtIWJ/VL2q/dLzN7ZvUMcjQTatt3b2F2+u0X118845AzOOOSMIEQlIuKfhhAHUEpMSrvsgQWI6xBHhAn92+XGmTcyeurokF9XROpXUFrQqhWIoVoPrGrBtnmjeo9i3bh1pMWl+d0/f/18Xlj8QoijkkDylHlaVdfZWktFZUUAIxIRqZ8S2AD6+4l/Z9n1y9wOI+Ce/uZpHpj7gCvX3li4kS/Wf+HKtUXEv0AksFnxTg9sfmDr9+gAACAASURBVJES2HD3xvdvcMPMG9wOQ1rBU+ppcV3nNTvWEPtALBOXTQxwVCIi/imBDaD0uHQy4jPcDiPgpqyYwnsr33Pl2p2TOrOhYAPWWleuLyJ1BSKBTYxOZMIZEzjloFMCFJUEy7iZ4/jDjD/Uuz8tNo3CskKtKB3GCssKW1QDFiAjLoOyirKqxb5ERIJNc2ADaPGmxbz5/ZvcNuS2Vv9x15bkFea5tshKTnIORXuK2FW6i9TYVFdiEJGaApHAGmMY039MgCKSYJq3fl6D9UF9/zfvKt3Vojqi4r7jux3PnsqWfQGRHJNMTGRM1WJfIiLBph7YAFqev5y/ff63dvct5ObCzSGvAeujWrAibYu1lj8f82dOOvCkVp/r+/zvWbhxYQCikmDaUrSlwVXofXNjd+xWLdhwdcvRt3DHMXe06FhjDJ0SVQtWREJHPbAB5PsWuj0t5FReWc7W4q0hL6Hj0z29O8O7Dld9OZE2whjDnUPvDMi5xs0ch6fMw/zfzA/I+STwrLXkFebVWwMW2ufvvr2NtbZFKxD7ZCdmqwdWREJGCWwAtcdf4jtLdpIel+5aD2z/ffoz+4rZrlxbROoqqyhjc+FmOiZ0JDYqtlXnykrIYs2ONQGKTILBU+ahtKK0wS8xh3Udxqrfr6oaMSPhJ/uRbC7udTH/OOUfLTr+sj6XuVKpQET2TkpgA6j6PKD2IjM+k623btUiSiICwA/5P5D771zeuvAtzj303FadKzMuU2V02rjiPcUc1eUouqd3r7dNYnQiiektL8Ei7vOUeVpV633swLEBjEZEpGH6uiyAUmJSgPbVA+vTmqFFrXXsS8c2uAKmiIROQWkBQEAWqstKyKKgtIDS8tJWn0uCo1NiJ+aNnsdZPc6qt03xnmIemvcQX//ydQgjk0ApryynpLykxWV0ACptJflF+ZruIyIhoQQ2gDond6bojiJ+0+83bocSMB+s+oAL3riAbcXbXIuheE8xK7evdO36IvIrT5kHCFAC660Fu7V4a6vPJe6x1nLbR7fxydpP3A5FWsBT6nymW1pGB+CZb56h4yMd9VkWkZBQAhtAESaC+A7xrvZWBtq3ed/y5vdvtmpoUWvlJOdoFWKRNiKQPbAndz+Z6aOmV61iK23PK9++Qp9n+rB99/Z628R3iKdDRAd2lGgV4nDk+1IqMbrlw8CzE5050lqJWERCQQlsgN31yV289t1rbocRMHmFecR3iG/VL7bWyklSAivSVgQygd0/dX9OPehU4jvEt/pcEhyrd6xm6ZalDb7exhjS4tLa5fSZvUFcVBw3Dr6Rvtl9W3wO3yJf7a2MoIi0TUpgA+zV715l5uqZbocRMHn/z959h0dRrX8A/85uyqbubjrJJiEFQzEQEEjAgjRBFFBsCCooimK5Xr1XVFB/V8WCVxG96rXAFQQRFMEOolIEIRGREpohlEAC2YS0LUm2zu+PMBGkJNmdmTO7+36eh+eBZPecF0Iy8845532tRmYViAUp0Smob66HxW5hGgchBBhgGIA5V81BTFiM12M1OZrw1R9fUSViBauyViE2LBZBqgvXfNRpdLQC66PiI+IxZ8Qc9Evp5/EYwn0CtdIhhMiBEliR6TQ6v3oKXWmpZNYDVtA3uS9u73k7FXohRAFyE3PxyIBHvG6hAwBWhxVjl47FtyXfihAZkYLRamzdHnoheg2twPoqu8sOq93qVbcB2kJMCJETJbAi87cEVqfRoVtcN6YxDMscho+u/wix4bHMYrjx0xuR/WY2VdkkAe9ow1GU1JSIMpZeowcHjlrpKJjRYmzXQ8xvJ3yLlbeslCEiIrbvDnyHyJcisdO40+MxokKi8Pzg53FZ2mUiRkYIIedGfWBFptPoUFpbyjoM0Sy/eTnrEAC0VLl08a42t7FJwea04fN9nwMAlhQvQf+U/rLHQIhS/Gv9v/DDoR9w7JFjXo+lVqkRGx6LaislsErVN7lvu7aLs3zASLwjVCH2ptYFx3F46oqnxAqJEEIuiFZgRabT6OB0O1mH4VdsThuiXorC7E2zmcy//+T+1t+vLvWf882EeMJkM4lSwEkQFx6Hk03UekOp5o6ci2cGPdPm67478B2eWksJjC8SqhB70wcWAKqt1ThYe1CMkAgh5IIogRXZ/DHzsfeBvazDEIXRYsSA+QOYJ22hQaHQBGmYVSLeZdwFAJjaZyr+qPkDh+sOM4mDECUQO4GND4+nFVg/sLFsI1755RWvzlESNsRYgQWAe76+B+M+HSdGSIQQckGUwIrMn3rAHjcfR2F5IZocTaxDgSHagApzBZO5i6uKEaIOwd/y/waAVmFJYBM7gX1r1Ft499p3RRuPiOdow1HEzI7BZ3s+a/O1+jA9HG4HGh2NMkRGxGS2m1v72HsjMSKRijgRQmRBZ2BFtvbwWnzw+wd479r3RL3JY0Eoh9+eCpRSM0Sz6wUbqg7F4M6D0T2+O3Jic3DcfJxJHIQogclmQqo2VbTxeib2FG0sIi6jxYi65rp2VZzWaXQAgPrmekSEREgdGhHRlZ2vRIg6xOsH8ImRiTjZeBIutwtqlVqk6Agh5GyUwIrsWMMxLN29FC8OedHnE1jhSSrrPrBASwLLqgLw80Oeb/39nvv30IWZBLSXhr4ErUYr2ni7q3bj57KfcV/f+6DiaFOQkggPMRMiEtp8rV6jBwDUNdchJTpF0riIuIZlDsOwzGFej5MUmQQ378bJxpOKePBNCPFflMCKTLix84dWOkbLqRVYxn1gAWBUl1GIC48Dz/NMt2kLySvrOAhhZWzXsaKO9+OhH/HI94/glh63UCVbhamyVgFo3y4cYQXWZDNJGhMRX5W1CmpO7fX3n3CvUGmppASWECIpetwtstO3Ufm6mLAYXJp6qSK2g43JGYNZQ2bJnjRuOroJOW/lYEflDgCAm3djyMIhmPHTDFnjIEQJ3LwbG45sEHUbfXx4PADgZCNVIlYa4SFme1Zgh2QMgeNpBwamDpQ6LCKyyV9MxsiPR3o9Tv+U/pg3eh6So5JFiIoQQs6PEliRCQlsg62BcSTeu+eSe7Dprk2swwDQsuJZ11Qne4GQHZU7UFJT0nqTreJUUHEqfHPgG1njIEQJrHYrrlx4JT4p/kS0MeMjWr63qhupErHSdIvvhsl5k9tV3EetUjPp0028Z7abvW6hAwCp2lRM6TOl9XuaEEKkInkCy3GcmuO47RzHfXPqzxkcxxVxHHeA47hlHMeFSB2DnPQaPRIiEuByu1iH4lf2n9yPmFdi8MX+L2Sdt9hYDL1Gf8YT5ZHZI7G7ajezolKEsCJsDxW7jQ4AaqWjQNd1vQ4fjv2wXa9tcjRh2jfTqEq7DzLbzIgK9T6B5XkeWyu24lDdIRGiIoSQ85NjBfZhAPtO+/NsAK/zPN8FQB2AKTLEIJt0XTqM/zTihu43sA7Fa8MXDcdjax5jHQaAliJOAFBhkreVTnFVMXom9jxj6/LI7JatVnSjRgKNFAlsXHgcAFqBVSKHy9Hu1warg/HutndRVF4kYURECma72esesIJBCwbhna3viDIWIYScj6QJLMdxBgDXAJh36s8cgCEAlp96yUIA10kZA/Hc9hPbYbFbWIcBAIgKjUJ0aLSsq55u3o3iqmLkJuSe8fEe8T1giDZQAksCjhQJbKeoTtj3wD5MyJ0g2phEHH3e74Pxy8e367VBqiBEhUT5Rf2HQGOxW0TZQsxxHJIik6gXLCFEclIfWJkLYDoA4SdjLIB6nuedp/5cDsDv6u3ftuI2DDAMwAP9H2AdisccLgdqmmoU0UJHYIg2oNwsXwLb5GjCzd1vxtDMoWd8nOM4PDbwMa+bvhPia6RIYINUQega11W08Yh4jBYjBhraX5RJp9Gh3kYJrK957srnkB2TLcpYiZGJre2XCCFEKpIlsBzHXQugiuf5bRzHXSl8+Bwv5c/z/qkApgJAWlqaJDFKZePRjQhWB7MOwyvCdj4llcI3RBtkXYGNCInA/LHzz/m5v+X/TbY4CFGKXkm9sPKWlegW303UcRfuWIiIkAjc2P1GUcclnnO6nR3u56kP06OuqU7CqIgU7u17r2hjJUUm4WDtQdHGI4SQc5FyBfZSAGM4jhsFQAMgGi0rsjqO44JOrcIaAJyzHwPP8+8DeB8A+vbte84kV6m0oVqf30YlbAFS0grsvZfcK2sVYrPNjIiQCKi4c++0r7ZW47j5OHol9ZItJkJYSohIwHVdxT/18fbWtxETFkMJrILUNNaAB9+hPuBK6BlOOsbpdmJf9T6kadNa+9h7IzEiEb8c/UWEyAgh5PwkOwPL8/yTPM8beJ7vDGA8gLU8z08EsA6AcJcyCcCXUsXAik6j8/kENlQdirE5Y5Glz2IdSqtx3cbhtp63yTbf3V/fjbx38877+Rs/uxF3fnmnbPEQwlpJTQlWHVgFp9vZ9os7ID4inoo4KYywDbQ9PWAFa25fgy/Gy1spnnin0lKJnu/2xKd7PhVlvGl9p+HjcR+LMhYhhJwPiz6wjwN4lOO4UrSciT33Hk0fptPo0NDs231geyT0wBfjv0BuYm7bL5ZJo6MRu4y7ZFuFLTYWI0Ofcd7Pj8waie2V26lgBQkYy3Yvw6glo8Dz4m6KiQuPozY6CqPT6DB94HRFXQOI+IRCjWK00QFajhkMzxouyliEEHI+siSwPM+v53n+2lO/P8TzfH+e57N5nr+J53mbHDHIqUtMF3SK6sQ6DL+z/sh69Hq3F3YZd0k+V7OzGSU1JWdVID6d0E7n+9LvJY+HECUw2UwICwoT/Yx/fHjLCqzYiTHxXJo2DbOHz+5Qga0lxUvaXbWYKIPZZgYA0dro1DTW4Iv9X9ADKUKIpFiswPq910a8hm8nfMs6DK/8c80/0eU/XViHcQahF6wchZz2Ve+Di3ddMIHNS8pDUmQSVh+kdjokMJhsJlErEAviw+PR7GyW9Yw7ubCG5gY0NDd06KHCgZoDWLZnGVxul4SRETGZ7S0JrBhtdABg/8n9uH7Z9fj9xO+ijEcIIedCCSw5pwpzheJWQ+RMYIurigEAPRN7nvc1HMdhRNYIrDm4hm7YSEAw2aVJYB/o/wAanmig1lQK8tKml5DwavvPvwIt244B+HwNiEAi9hZioWo1Ha0JPC63Cz8e+hF3rLwDGW9kYPuJ7axDIn6MElgJLN+7HPnz8lu35vgio8WoqBY6AKDX6KEJ0qDCVCH5XL0Se+HpK55Gl9gLr0LPvHwmtt6zFWqVWvKYCGHNZDOJdqN7usiQSESHRoPjztVpjbBgtBqREJHQoa8JJbC+p1diL8wbPQ+ddZ1FGU/oXEC9YANHXVMdHln9CAyvGzB80XAs2rUIoepQhAaFsg6N+DEp2+gErIbmBvxa8Svqm+sludmTg9FqRE5sDuswzsBxXEsvWLP0K7C9knq1qz1OWwkuIf7klWGvSLLN97j5OF7f8jpu73X7BXc9EPlUWas63BZHH6YHANQ1Uy9YX5GuS8eUPlNEGy8yJBLhweEwWiiB9WclNSU4bj6OKztfifDgcCzdsxQDUwdiwsUTMKrLKIQFh7EOkfg5SmAlIPRSq2+uR6o2lXE0nqm0VGJQ+iDWYZzl1eGvIj4iXvJ5isqL0D2+e7seQHx34DtsOroJLw59UfK4CGGpR0IPSca12q14dcuryE3MpQRWIYwWY4da6AAtZ5nTtemit1ki0imrL0OlpRL9Uvqdt+d5RyVFJqHSSluI/c0J8wks3b0UHxd/jG0ntiEnNgf7H9yP0KBQlP29DCHqkNbX1jTWwGQzXbCTAyHeoC3EEvD1bVQ8z+PWi2/F4M6DWYdylrFdx2Jg6kBJ56hprEHB/AK8t+29dr1+a8VWvLzpZZxsPClpXISw9tmez7C1Yqvo4woPpahyqXIYrR0/RjIgdQCO/P0ICgwFEkVFxPa/7f9DwXxxv17LblyGWYNniTomYevZ9c/C8LoBj655FAAw56o5WDtpbevnT09eAWD85+MxYcUEWWMkgYUSWAkICWyDzTd7wXIch7dGvYWbetzEOpSzHDcfx3cHvoObd0s2h1DA6UIViE93dZerwYPHmoNrJIuJECWY9u00LNy5UPRxtaFaBKuC6SGQgsy4bAbG96CWOP7ObDcjMiRStNVXAOib3JdW3nxYs7MZK/atwI2f3ohDdYcAtDycmnn5TOx7YB9+m/obHhnwCJKjks87Rlp0Go42HJUrZBKAKIGVQHx4PAoMBQgL8s0zAE63Ew6Xg3UY57Ri3wpcs+QaSVdqio1tVyA+3SWdLkFsWCxWl1I7HeK/eJ6XrI0Ox3GIC49DdSOtwCrFtH7TMCJ7RIfeY3fZMWLxCCzetViiqIjYzDazaD1gBb+f+B0fbPtA1DGJtFxuF3469BOmfDkFSa8m4YZPb8DGoxtRWlsKALgq6yo8N/i5dveFTtOm4YT5BOwuu5RhkwBGZ2AlkK5Lx5YpW1iH4bE1B9fgmiXXoOjuIvRP6c86nDOc3kpHqirJxVXFiA2Lba2m2Ba1So0R2SOwunQ13Lxb1CfZhCiFzWWDw+2QJIEFWrYRm2wmScYmHdPoaMSR+iPI0GV0qBhLsCoYaw+vxSWdLpEwOiImi8MiWg9YwZf7v8TzPz+PyXmTEawOFnVsAry+5XUs3bMUQEsV6fdHvw8AGL98PA7XHz7jtQUpBXjj6jcAAGM+GXNWdeghnYfgpWEvob65HiM/HomwoDCM6zYOE3InYEjGEASpPEsT0rRp4MGj3FSOTH2mR2MQciGUwJKzCP3b4sOlL5bUUacnsJckS3OTtMu4C7mJuR1qH3F19tXYZdyFSkvlBbfVEOKrhORS7JtdwW/3/EY3uwqx7fg2XLHgCqy5bQ2GZw1v9/s4joNOo/PZ+g+ByGwzi94tISkyCTx4VDdW0/VQAnOL5oLnefRI6HHGz2NtqBYxYTFnvPb0r61Oo4PDfebuOmH1PTY8FmvvWIu+yX1FqSCcpk0DABxtOEoJLJEEJbASKZhXgDE5YzDj8hmsQ+kwofy90vrAAmcmsFJ5Y+QbZ/2Qb8vE3Im4redtEkVECHtCAivVCiwlr8ohrNJ4cg3Qa/TURseHzLx8puitsYT/N0aLkRJYkR03H8fRhqOYc9UcPDLgkTM+997oCxee/Oj6jy74+cvTL/c6PkHPxJ74YPQH6BJDrQaJNCiBlcgx0zEcrjvc9gsVyGg1tvZyU5qEiAQEqYIkTWDzDfkdfo+wWutyu6BWqcUOiRDmUqNTsfO+nUiJSpFk/M/3fo7VpavxwRg6O8dalbUKADrcBxYArcD6mAGpA0QfU/h/89ftqsR7ZpsZo7qMEjXZlEJ8RDzu7nM36zCIH6PDehLRhmpRb/PNi3ilpbLd5z/lpuJUWDVxFe7te68k4++r3odP93yKJkdTh9/78a6PEf/veNQ10eoD8T+hQaHomdgTseGxkoy/u2o35m2fp9gCcoHEaDGCA+fR17pnYk8YogwSREWk8NOhn7Cnao+oYwr3D8JxJCKenLgcfDvhW/RN7ss6lDYVG4uxo3IH6zCIn6IEViK+/BR6TM4YPNDvAdZhnNewzGHorOssydjL9y7HLctvgYt3dfi9nXWdUddchx8P/ShBZISwdaDmAN7+9W3UNNZIMr7QC7amSZrxSfsZrUbEhcd5VMBl3ph5tIruQ25beRveKHpD1DHTtGnY/8B+3NzjZlHHJRB9u7eUpnw1BY//+DjrMIifogRWIjqNDg3NvtkHdkLuBPy94O+swziv30/8jk+KP5Fk7OKqYmTpszxqK5BvyIdOo6N2OsQvFVUU4cFVD6K2qVaS8YWicVK2yCLtM6nXJLwxUtykhiiTFG10gtXByInLUeQxJF/mdDuR9GoSnt/wPOtQ2iVNS71giXQogZXIwNSBimtB017HGo7B5rSxDuO8Pt71MaZ8NQU8z4s+dnFVMXITcz16b5AqCMMzh2P1wdWSxEYIS1IXcYoLjwMA6gWrAANSB+DW3Fs9eu+7v72LPu/1oZ+BPsDNu2F1WCWpLL5gxwLJHjQHqj1Ve2C2m5EVk8U6lHYRElj6WUCkQAmsRJ664im8Neot1mF0mN1lR9rcNMz+ZTbrUM7LEG1Ak7NJ9EqXzc5mlNSUIDfBswQWAEZmj8Rx83EUVxWLGBkh7LW20RG55YYgISIBMWExaHY2SzI+ab9NRzfhSP0Rj95b31yP7ZXb0eTseB0BIi+r3QpAmu/p97e9j3nb54k+biArLC8EABQYChhH0j5p2jQ0OhrpWAiRBCWw5AxC9UmlFnECpGuls7d6L9y826sE9ursqzHjshnQhmpFjIwQ9kw2E9ScGmFB3vcIPJceCT1QM70Go7qMkmR80n6jPh6FuYVzPXqvTqMDAJ+tARFIzHYzAGl6OydFJlERJ5EVVRQhLjwOGboM1qG0y+m9YAkRGyWwEnnvt/eQ8O8EnzpwD/xZNdCT9glyERLYClOFqOPmJeXh0N8OYUT2CI/H6BTVCS8MfQHpunQRIyOEPbPNjOjQ6NaWUcQ/NTmaYLabPb4G6DV6AKBq7D4gJiwGa+9Yi2suukb0sRMjElt7yhNxFJYXosBQ4DM/gy9LuwyrJ65Gdkw261CIH6IEViI8eFQ3VvtcISfhguNJA3u5SLUCq+JUyNBneH3Gz+a04YeDP8Bit4gUGSHsPT/kefx+7++SzjHlyyl4s+hNSecgFyb07vT0GkArsL5DE6TB4IzBrddUMSVGJqKmqYbaYomE53k8nP8wpvaZyjqUdkuISMCI7BGS1U0ggY0SWIn46kVcWIFV8hbi5Khk7Lh3h8dFRs5nzpY5WLp7qdfjbD62GVctvora6RC/otPoJGtfJdh0bBN+OfaLpHOQCxMeYiZEJHj0/pToFAzuPBihQaFihkUkcNx8HEt3L8XJxpOijy3cQwjHkoh3OI7DvX3vxeic0axD6ZDvDnyHTUc3sQ6D+CFKYCXiqwls/5T+eGXYK4pOYNUqNXol9RK99P+/N/9blBY4l6ZdisiQSGqnQ/zKh9s/lLyqaFx4nCQ306T9hITD0y3EFydcjLWT1qJvcl8xwyIS2HZ8G279/FYcrjss+th39LoDlictSIlOEX3sQLS7ajcO1R1iHUaHPfL9I6L3GSYEADrepZy0i5DANth8awtxbmKux21k5LRy30o02BowOW+yKOOdbDyJSkulVwWcBCHqEAzNGIrVpS3tdHzlvAohF/LOb+8gISJB9J0Pp4sPj/fJmzR/km/Ix1fjv0JOXA7rUIjEWos4SVCFmHrAiuvxHx9HWX0Zdt+/m3UoHUK9YIlUaAVWIslRyZiQO6G1t6GvKKkpQVl9Gesw2rRo1yK8uvlV0cYrNra0vREreb86+2qUNZRh/8n9ooxHCGsmm0mSaqWniw+PpxVYxhIiEjA6Z7TH59Zcbhcu+s9FmLNljsiREbEJdRqk+L422Uz4x/f/wM9lP4s+dqDheb61gJOvSdemUwJLJEEJrETStGn4eNzHPreNaurXU3HbyttYh9EmQ7RB1CJOQt/Wnok9RRlvZPZIAMCag2tEGY8Q1kw2k+TFOLJjstEpqhM1vmeoqLzIq/P7apUax83HRa8ST8Rntkm3Aqvm1JhTOAebj20WfexAU1pbitqmWp9MYNO0aai0VMLmtLEOhfgZSmAl5ms3YkarUdHnXwWGaAMabA2tF2BvVVoqkRiRKFr7oHRdOrZN3YYH+z8oyniEsCa00ZHS45c9jm1Tt9G2e4ZeL3wd076d5tUYOo3O5+o/BCJhBTYiOEL0sSNCIhAZEkmtdERQVFEEAMhPyWccSccJvWDF7hpBCCWwEop9JRYzfprBOowOERI5pWvtBWsW5yn/i0NfxNFHjop649ynUx+oVWrRxiOEFZfbBavDSu0QAkCVtcrra4A+TI+6ZuoDq3T39r0XRXcXSXadSoxIRKW1UpKxA0lheSEiQyLRPb4761A6bPRFo7Hn/j2tiSwhYqEEVkJqTu1TT6FtThvqm+t9IoFNiWqpbCjmU70QdYhoYwFATWMNHvruIWw4skHUcQmRm4pTwfykGf8Y8A9J5/n9xO8YOH8gtp/YLuk85PyMVqPHLXQEtALrG5Iik9A/pb9k4ydGJtIKrAhmXD4DX9/6tU8+EI8Nj0X3+O4IVgezDoX4GUpgJaTT6FBv852LuNDA3he2EBcYClAzvQZDM4Z6PdaR+iMYuXgkfq34VYTI/hQREoH52+dj+d7loo5LiNw4jkNkSCQiQsTfang6N+/GlvItOGY6Juk85PyMFqPXDzGHZw7HAMMAkSIiUllduhqf7/1csvGTIpNgdVglGz9QJEcl48rOV7IOwyM8z+PtX9/26lw9IedCCayEfO0ptF6jx5JxSzAkYwjrUNoUGhSKmLAYUbb8bj+xHd8f/F6EqM6kCdJgcMZgrD5I/WCJbys3leOfa/6JvdV7JZ0nPjweAFBtrZZ0HnJuTrcTNU01SIz0LoF9ZtAzeGHoCyJFRaTy9ta3MWvjLMnG//TGT1F0d5Fk4weCfdX7MLdwLmqbalmH4hGO4/D8z89j6e6lrEMhfoYSWAnpNDo0NPtOH9io0CjcmnsrsmKyWIfSLrM3zcbCHQu9Hqe4qhgcOPSI7yFCVGe6OvtqlNaWorS2VPSxCZFLWX0ZXtvymuSFOOIjWhJYaqXDBgcO26Zuw12972IdCpGBxW6RtDWWL255VZrvDnyHR75/BE63k3UoHkvXUSsdIj5KYCU0rts4XN/1etZhtNvhusPYcGQDHC4H61DaZemepVi+z/vtucVVxciKyZJke6TQTuf7UvFXeAmRi9neUu1b6iJO4cHhCA8OR3UjrcCyoFap0adTH68Lrry6+VVEvxQNl9slUmRECmabGZEhkZKNv/nYZoxfPh5V1irJ5vB3hRWFyNBleH0unaU0bRolsER0lMBK6L6+9+GxSx9jZuJk4AAAIABJREFUHUa7LSlegisXXgkX7xs3HWL1gt1l3IXchFwRIjpbdkw2Lk29FHaXXZLxCZGDyWYCIH0CCwBDMoagU2QnyechZztUdwgfbPsANY01Xo2j5tQw282t/2+IMpntZkl6wAqqrFVYtmcZjjXQmXZPFZYXIt/ge+1zTpcW3ZLA+lpbSaJsQawD8Gc8z8PqsEr6hFNMRqsR2lAtNEEa1qG0iyHKgMLyQq/GcPNupEan4tLUS0WK6myb7tok2diEyEHOBPbrW7+WfA5ybr8c/QVTv5mKQZ0HITY81uNx9GF6AEB9c33r74nySL2FWCgGJhSIJB1TYapAuakcBSkFrEPxSrouHU3OJtQ01SAuPI51OMRPUAIroRc3voin1j0F21M20Vu0SKHSUul18Q45pUSn4GTjSTQ7mz1OulWcCj/eIX11PJ7nYXPZfObhACGns9pbKolSH1j/Jmz19LYKsU6jAwDUNdchAxlex0WksWXKFgSrpGtvInQ0qLRQL1hP7K3eCxWnQoHBtxPYO/PuxOS8yXT9IKKiLcQS0mq0AOAzhZyMVu/bJ8jJEG1AWFCY4vvMudwudHu7G2b8NIN1KIR45OGCh+F42iHpao3gmXXP4PIPL5d8HnI2o9WIEHWI1zeaes2fK7BEudK0aegUJd12feGBuNKv0Uo1PGs4Gp5owCXJl7AOxStRoVGUvBLRUQIrIW1oSwLrKxdxo8XoEz1gBbf3vB3WGVak69I9HuPJH59EwbwCSc9mqFVqpGnTsLqU2ukQ3xWkChKlbVVbLHYLtp/YLvk85GxV1iokRiR6/XVO16Xjrry7WtsiEeWxOW14ceOL+P3E75LNER4cjs66zpKNHwgiQyIRpPLtzZJ2lx2P//A4Vh1YxToU4kcogZWQsI3KVxLYD8d+iCcve5J1GO2mVqm9vtH67cRvcPEuyW/Mr86+GvtO7kNZfZmk8xAihXm/z8PMn2bKMld8eDysDiuaHE2yzEf+ZLQaRal22lnXGfPHzkduojTF8Yj36prrMHPtTBSVS9un9fDDh/Hk5b5zX6EUTrcToz4ehW9LvmUditeCVcF4a+tb+PGQ9Me1SOCgBFZCQgLbYPONLcQDUgegd6ferMNoN6fbiUlfTMKy3cs8HqPYWCxZBeLTtbbTOUjtdIjvWXNwDVbsXyHLXEKRD+oFK79F1y/C8pu9b00GtJz79+Xelf7ObGtpjSVlFWLiud1Vu7GqdJVfVPLmOK6llY6JWukQ8VACK6FMfSZmXj4TqdGprENpU0NzA5YUL0GFqYJ1KO0WpArCl/u/xC/HfvHo/VXWKhitRlkS2K5xXZGuTceqUtpCQ3yPyWaS7QxTfETLtlPqBSu/uPA4UbZ88jyPsBfC8K/1//J6LCINi90CAJJ3SXh186u4bcVtks7hj4QOC75ewElAvWCJ2CiBlVBKdApmDZmFnLgc1qG0qaSmBBNXTJT0PIwUvOkFW2wsBgBZtrlxHIdZQ2ZhSu8pks9FiNjkTGAz9ZkYkzMGoepQWeYjLXiex7/W/8vr1mRAy8+7iJAInzk+E4jM9lMrsBIXZjtcd5ge3HqgqKII8eHxfnOGWOgFS4hYfPtkuMLxPI+TjScRrA5u3U6sVEKZe19qowO0PCTwNIHVarSYmDsRvRJ7iRzVud3Wk55CE99kspkkrVZ6up6JPfHl+C9lmYv8qb65Hs9ueBY6jU6UVR+9Ro+65joRIiNSELYQS70CmxiZiNqmWthddp9oJ6gUheWFKDAUyFI4Tw5p2jQ0O5vhcDkQrJaudRMJHLQCKyEePJJeS8Jrm19jHUqbhEbjvlSFGAAMUZ6vwPZN7ovF4xa3blmUQ7GxGOuPrJdtPkLEEKQKQmxYLOswiISEa4AYRZyAlhoQtAKrXFdlXYWqf1ZJXvdCuKcQegyTtjndTqRp0zA0YyjrUEQz4/IZqHu8jpJXIhpagZWQilNBG6r1iYu4sAIr1s2LXLrEdsGW8i1w826ouI49jznZeBKxYbGyPuH82+q/obapFjvv2ynbnIR4a8d9O2Sbi+d5pL6eiim9p+DZwc/KNm+gE3p1itULnBJYZQtWB8vy8Fb4/1RpqYQh2iD5fP4gSBWE72/zr4KPapWadQjEz9AKrMS0Gi3qbcq/iBstRmhDtdAEaViH0iFPXPYE9j6wt8PJq8vtQtrraXjyJ3nL+1+dfTV2GXfhuPm4rPMS4is4joPD7Wh9qEbkIayQiXWM5NaLb8X4HuNFGYuIb/2R9Xhq7VOwOW2SzpOmTUOvxF5wuV2SzuNP3LybdQiiq2+ux8QVE6kXLBENJbAS02l0aGhWfhudmVfMxLpJ61iHIZtDdYfQ5GzCRbEXyTqv0E5ndelqWeclxFONjkaMWzYO3x34TrY548PjqQqxzIQEVqxdOFP6TMFD+Q+JMhYR38ayjXhh4wuSr4z17tQbO+7bgXxDvqTz+JOxS8fips9uYh2GqMKCwvBJ8SfYenwr61CIn6AEVmK+so0qKTLJp3rACspN5RiycAi+L+3YdpviqpYKxD0Te0oR1nnlJuQiOSqZEljiMxqaG7By/0pZK0jGR1ACK7f7+92Pmuk1rX14veVwOVBtpa+hUpntZmiCNAhS0UkyJeF5Hr8c/QW6UGUX/uyo0KBQJEUmoay+jHUoxE9QAiux+/vej/v73c86jDZ9sO0D/Fz2M+swOiwiOALrjqzD3uq9HXpfsbEYHDh0j+8uUWTnxnEcRmaNxIayDX65TYj4H5PNBACytdEBWlZgTzaelG0+0vKzKSYspsPHMc7n1c2vIuHVBDQ7m0UZj4jLbDNL3kJHcNWiqzDr51myzOXrDtQeQF1znd/0fz1dmjYNR03USoeIgxJYid3U4yaMv1j554Ae++ExLN+7nHUYHabT6BAWFIYKc0WH3reraheyY7IRHhwuUWTnN2vILJQ+VCrajSIhUmKRwI7IGoExF42RbT4CvPXrW/hP0X9EG09oHecLO5ACkdluRlSoPAnskfoj2F21W5a5fF1ReREA+OWW6zQt9YIl4qG9IxKrbarFcfNxXJxwMetQzqvZ2YwGW4No1SflxHEcDNEdb6UzuddkZj0K5eqnSYgYhARWG6qVbc4pfabINhdpsaR4CSJCIkQ7t6oP0wMA6prqfK49WyCw2C2S94AVJEYmUlG2diosL0RUSBS6xXVjHYrousZ1xeH6w6zDIH6CEliJvVn0Jp7d8CycTzsVW0ZcaJ/gqzcZniSwo3NGSxRN+yzetRjrj6zHvDHzmMZBSFt48EjTprUmJHJxup1QcSraqSATo9WIAr142xZpBVbZVt6yEjaXtBWIBUmRSbQC206DOg9CclSyYu8XvfHc4Ofw3ODnWIdB/MQF7ww4jtNyHPcyx3H7OY6rOfVr36mP+dcJc4kIF3FhFUOJhAb2YrVPkFv/lP7orOvc7tdXWauwtWIr7C67dEG1oay+DEt3L1X0/wtCAGBY5jCU/b1M1l0kn+/9HCHPh2D/yf2yzakkm45uwvQfpss6Z5W1StRdOMK1j9VOF3JhHMfJ1jYvMYJWYNvr5h43Y+YVM1mHQYjitfVo+1MAdQCu5Hk+luf5WACDT33sM6mD8wfCtjslP4UWu4G93F4e9jIWj1vc7td/U/IN+s/rz7Qa3kP5D+Hk9JOyniskxFfoNDrw4AO2iu3wRcPx783/lq1fdKOjERa7RbQWOgCQocvArMGzkB2TLdqYRDzPrHsGH+38SJa5+nTqg8vSLqNesG2otlbjaMNR8DzPOhRJlNWX4YoPr8Cag2tYh0L8QFsJbGee52fzPN/66Izn+Uqe52cDSJM2NP8gPIVusCm3F+zI7JEo+3uZ7C1lWCk2FiMsKAyZ+kxmMUSHRsv29JsQb3y08yOMXDxS1ptPoZVLoFYiFiqUy7VqVdNYg7CgMFEfYiZGJmLmFTNl77VN2ufDHR9i/ZH1ssx1V++78PWtX/vltlgxLdy5EOlz0/32515kSCQ2Ht2IfdX7WIdC/EBbCWwZx3HTOY5rvapxHJfIcdzjAI5JG5p/8IVzQMHqYKRp0xAaFMo6FI/8cvQXdPlPF2w/sb1dry+uKkaPhB50MSWkHfZW78X6I+tl/X6Jj4gHgIDtBavX6HFX3l3o06mPLPOlalNhnWHFpLxJoo57tOEoqqxVoo5JxCFnGx3SPoXlhcjUZ7b+/PM3MWExCA8OR1kD9YIl3msrgb0FQCyADRzH1XEcVwdgPYAYADdLHJtf6B7fHfPHzFf0U+jle5djbuFc1mF4LCw4DKW1pe3+objLuAu5CbkSR0WIfzDZTLJvdRdWYANxC7HT7cSQjCEY1HmQrFsJOY4TvWBW17e64t+//FvUMYn3eJ6XtY3Onqo9MMwxYNWBVbLM56sKywv9sv+rgOM4aqVDRHPBqxXP83U8zz/O83xXnuf1p351O/WxWrmC9GWJkYm4q/ddSI5KZh3KeS3bswzvbXuPdRgeM0QbAKBdlYiNFiOqG6sDZrs0Id5qsDXInsCGqEMwfeB0v+yF2JYgVRCW3LAEVrsVaXPT4HQ7JZ9zdelqTPpiEhqaxT3qotPoFL37KFA1OZvg5t2ytdGJDIlEhblCtjPdvqjcVI4KcwXyU/z7Zx4lsEQsbT5u5TiuN8dxizmO+/3Ur/c5jss+9Tlqw9MGN+/GrxW/Kvob1mgx+mwBJ6BltSZYFdyuBFar0eKnO37CuG7jZIiMEN/HYgUWAGYPn42rsq6SfV7WhIRVp9Gh3FQuS/uRbce34aOdH4l+jEQfpqcqxArU6GhEeHC4bFuIhQ4HQscDcrai8iIA8OsVWAAYYBiALrFdWIdB/EBbbXRuQEu14bUAJgO4E0AhgOUcxw0A8L3UAfo6N+9G/rx8fLj9Q9ahnFelpdJne8ACgIpTISU6BRXmijZfqwnSYEjGEKRpqQYZIe2REpUiawsdQZOjKSC3ED+/4Xkk/DsBlyRfAqBlW6HUjFYjtKFa0QvL0QqsMsWFx8E6w4oH+j8gy3yaIA20oVpqpXMBl6dfjiXjlqBXYi/WoUjqX1f+Cx+P+5h1GMQPtLWC+n8AhvE8f+S0j+3kOG4tgP0A5kgVmL8IUgUhKiRK0VWIjVbfXoEFgOtyrmtXEv7VH19BE6QJyJUdQjzx7rXvMpn3luW34GjDUey4bweT+VkpqS1BZEgkusR0QXx4PIoqinBf3/skndNoNUrSB1yv0eOE5YTo4xLfkxiZSCuwF5AQkYBbc29lHQYhPqOtLcRBf0leAQCnPlbG8/wMKYLyN1qNVrFPoZudzTDbzJLcvMjp9ZGv4/HLHm/zdc9teA7/3kxFRQhRurjwOL9tJ3EhJTUluCj2InAchwJDgTwrsBajqD1gBff3ux9PXvak6OMS7+yt3ouJKybK2s7kxm43+v35Tk85XA68s/Udpr3p5bL9xHZkvJGBdYfXsQ6F+Li2VmAdHMel8Tx/xgFOjuPSAdikC8u/KHkblSZIA/vTdlkKhUhNqNjJcdw5P+9yu7Cneg+m9Z0mZ1iE+LQhC4fgmi7X4B8D/yHrvPHh8ahurAbP8+f9nvY3PM+jpKYEl6ZeCgAYf/F47K7aLfm/QVhwmCQJ7Kguo0Qfk3ivrL4MS4qX4KH+D8k25wtDX5BtLl9TXFWMB757ADE3xCBdl846HElpNVocqT+CI/VHWIdCfFx7thD/yHHciwC2AeAB9APwBIC2l7sIAGUnsEDLNucglW/X4/pw+4e4/7v7Uf5IOWLDY8/5mtLaUjQ7m6kCMSEdsPnYZvRP6S/7vPER8bC77DDbzUyKSLFQaamExW5BTmwOAGBC7gRZ5l01UZr2JtXWahyqO4R+Kf1Eb9FDPGexWwBA9j6wLreL+q+fg7DLwt8LOAEtXSM4cIoubEp8Q1ttdL4AcBOAIQAWAPjo1O9vPvW58+I4TsNx3K8cx+3kOG4Px3HPnvp4BsdxRRzHHeA4bhnHcSGi/E0UbNbgWXh+8POswzinrRVbcf+39+OE2bfPKUWFRqHZ2XzBSsTFVcUAQD1gCWknm9MGm8vGJIEUesEG0jZijuPw2MDHMDB1YOvHGh2N7aqwrkSLdi1CwfwCmG1m1qGQ05jtLV8PudroAMDrW15H6KxQ2Jy0ee+vCssLkRCRgHStf6++Ai0t0jpFdUJZg/9vlybSavORKM/zO3mev4Pn+Ut4nu/D8/ztPM/vbMfYNgBDeJ7vBSAPwEiO4woAzAbwOs/zXQDUAZjizV/AFwzqPAiXpl3KOoxz2l65Hf/97b9w8S7WoXhF6AV7oUrEu6t2Q8Wp0D2+u1xhEeLThBtdFglsfko+Zg+bHTCrrwCQFJmEV4a/gt6derd+bMD8AZj69VTJ5qyyVmHoR0Px46EfRR9bp9EBgKJ3IAUi4YFCVKh8K7BRoVFw8S4q5HQORRVFKDAUBMxRCeoFS8TQVhudry7060Lv5VtYTv0x+NQvHi0ruMtPfXwhgOu8/Dso3oGaA/i25FvWYZyT0dJyMZHi/JOchAT2QisVT1/xNA48dABhwWFyhUWITzPZTADk32oIAN3iu2H6pdNbV2IDQaWlEo2OxjM+1i+5H4oqilrP+IutwlSBtYfXtn6txaTX6AGAesEqjFqlRlx4nKwrsEKnA+Geg7RoaG5AaW0pClL8f/uwYMxFY1rP+RPiqbYOPg4AcAzAJwCKAHTo8RDHcWq0nJ3NBvA2gIMA6nmeFyoGlQNIOc97pwKYCgBpab7ds3PhzoV4edPLcDztUNwTNqPViJiwGISofXsnd1JkElSc6oIJrFqlRqY+U8aoCPFtHDhc2flKJn2TXW4XjtQfQXRoNOIj4mWfn4V7v7kXh+sOY9e0Xa0fy0/Jx/zt81FaW4ousV1En7PKWgUAkrRSoxVYZXqw/4N4sP+Dss4ptLmjFdgzaTVa1E6vhZt3sw5FNk9eTpXJiffa2kKcBGAGgIsBvAFgOICTPM9v4Hl+Q1uD8zzv4nk+D4ABQH8A3c71svO8932e5/vyPN83Pt63b150Gh1cvAtWh5V1KGeptFT6fA9YoKUQ1UP9H0LvpN7n/LzVbsW0b6bht+O/yRwZIb4rQ5+BdZPWYXDGYNnnbnQ0Ivs/2ViwY4Hsc7MitNA5nVDYRap2OkJCIcUuHH3YqRXYJlqBDXRCq75KSyXjSJRHq9G2fq8ECjfvDqiknYivrSJOLp7nV/M8PwlAAYBSAOs5jutQ7XWe5+sBrD81ho7jOGHl1wDgeIej9jHaUC0AZT6Fdrqdrdtvfd3ckXNxfbfrz/m5PdV78O62d3Gs4ZjMURFCPBEZEolQdSiqG6tZhyILp9uJg7UHz0pgu8d3R2RIpHQJ7KktnVL0As/QZWDJuCXol9JP9LGJ52Zvmo17v75X1jkTIxLxQL8H0DWuq6zzKt0z657B+9veZx2GrNYcXAPNLA1+P/E761CID2uziBPHcaEcx40DsBjAAwDeBLCiHe+L5zhOd+r3YQCGAdgHYB2AG0+9bBKALz0L3XcoeRvVF+O/wPe3fc86DFHwPH/ef+NiY0sFYmqhQ0j7fbH/C+S8lYOyevkrRnIch7jwuIBJYI/UH4HD7TgrgVWr1Jg/Zj7uueQeSeaNDIlEr8Rekpxz1mq0uDX3Vr95SOoviiqKsLl8s6xzhgaF4q1Rb+GytMtknVfJ3Lwbb/36VsDtDEuISIDD7WByXSH+o60iTgsBbAbQB8CzPM/343n+eZ7nz1/q9U+dAKzjOG4XgK0AfuB5/hu09I99lOO4UgCxAOZ79TfwAUpOYAEo7lyupx79/lGkvX7us3rFVcWICI5Ahj5D5qgI8V2VlkqU1JQwOyMfHxEfMG10SmpKAOCsBBYAbu5xM/KS8iSZd1q/adhx3w7JrgM/l/2MfdX7JBmbeMZsNzMpzOZwOWg7+WkO1BxAXXNdQPR/PZ1QU4EqERNvtLUCezuAiwA8DGAzx3GmU7/MHMddsGQhz/O7eJ7vzfN8T57nL+Z5/rlTHz/E83x/nuezeZ6/ied5v28K1je5L9besVZx/UebHE0Y88kYrDogTRN7uSVHJcNsN5+zmuYu4y70SOgBFdfmpgNCyCnC9xKrVjbx4fGotgbGCmz3+O54Y+Qb52zz1ehoxMp9K3Go7hCDyLwzdulY/Pe3/7IOg5zGbDPL2kJHMHzRcFy3zO8bT7RbUUURgJZCbYFEr9EjIjiCEljilbbOwKp4no869Sv6tF9RPM8HTnM+L+nD9BicMRhajZZ1KGeotFTi65Kv/aaoQmsvWNPZGwQsdgt6JtD2YUI6wmQzQcWpEB4czmT+Rwc8ipmXz2Qyt9w66zrjb/l/a92xczqzzYxxn47Dyn0rRZ933LJxeOLHJ0QfV6DT6KiNjsJY7BZZW+gIEiMT/eZ+QwyF5YWIDo1Gt/hz1Tf1XxzHtfSCNVECSzzXVhsdIgK7y47P936O3MRcXJxwMetwWgnVJ6Uo3sHC6b1g/3pB+PWeX6niHSEdZLKZEBUSxeyYwcjskUzmZaGwvBCdIjshXZd+1ucSIxORoctAYYX4hZwKywtb+7VKQa/R07ZRhUmJTkGmTv6WcokRidQH9jQutwuDOw8OyJ1h915yL5NdAMR/UAIrA57nMWHFBMwaPEtZCeypC4nQn83XnZ7AnksgXiQI8Ub3+O4Y23Uss/mrrdXYd3IfBqYORJDKvy9XN392M67sfCU+uv6jc34+35CPX47+Iuqcbt6N6sZqSR9i6jQ6xdZ/CFSsCjcmRiSiwdaAZmczNEEaJjEoyXuj32MdAjMPFzzMOgTi4+iOXgahQaEICwpDg62BdShnELby+EMfWKDlDOzTVzyNXkm9zvj4gh0LMHbpWNicfn/cmhBR3df3Piy8biGz+VfsW4FBCwb5/apNo6MRx0zHzlnASVCQUoBjpmPnPCLhqbqmOjjdTkl6wAr0YXraQkwA/Pmw3N+/n0nb3LwbJ8wn4HQ7WYdCfBQlsDLRarSKewqt4lRI06ZJevMip9CgUDw3+Dn06dTnjI+vP7Iev1b8itCgUEaREUI8ERceBwB+30qntLYUwLkrEAuESqW/Vvwq2rytx0gkfIg58/KZmDd6nmTjk46xOW0YOH8gPin+RPa5CwwFeGnoS4gIiZB9bqWZWzgX/T7oh2ZnM+tQmPh418dInpPsk4XpiDL4954sBVHiNqp7LrlHst6CrNQ21aK+uR6Z+j/P9xRXFSuuAjQhvmDYR8OQFJmExeMWM5k/PiIeAPy+lc6FWugIenfqjZIHS5Adky3avBw4DM8cjqyYLNHG/Ku/PlAkbJntZmwp34JbL75V9rl7JPRAj4Qess+rRBuPbkRdU13AbqU+vZXOhX7uEXI+tAIrEyUmsP5o8heTMW7ZuNY/u9wu7K3ei56JVIGYkI6qMFfA7rIzmz8+vCWB9fdWOn+c/AMALpichqhD0CW2i6gFtbrFd8Oa29egf0p/0cb8q4O1B/FJ8SdwuBySzUHaz2wzAwCTAjpu3o2y+jK//35uj8LywoDr/3o66gVLvEUJrEw+HPsh3h/9PuswzjDlyymY8dMM1mGIyhBtOKOIU2ltKZqdzbQCS4gHTDYTsx6wwJ9biP19BfaOXnfg61u/brO1yZZjWzD166k+lQyuLl2NCSsm0DlYhbDYLQDApI2Ow+VA5zc6471tgVu8CGgpNHncfDzg+r+ezhBtAAeOEljiMUpgZdI1ris66zqzDuMMG8o24Ej9EdZhiMoQbUBNUw2aHE0AAKvDioGpA9G7U2/GkRHie1gnsDFhMfjsps9w7UXXMotBDqna1Hb9HcsayvDB7x9gd9VuUeZ94ecXcNF/LgLP86KMdy76sJYWPdRKRxnM9lMrsCHyr8CGBoVCr9HjhPmE7HMrSWF5SzusQF6BDVYHIzkqmRJY4jFKYGWy+dhm/Hfrf1mHcQaj1eg3FYgFQiudCnNLpc4+nfrgl7t+oS3EhHSQm3fDYrcwTWDVKjVu7H4jMvQZzGKQw7zf52H/yf1tvk5YsRFugL11pP4IzHazpH1+dRodANARGoUIUYegf0p/ZsUb03XpONJwhMncShEfHo+be9x8VseEQPPslc/ilh63sA6D+ChKYGXy1R9f4e/f/13SJ90dYbVbYbFbJO3/x0JKVAqAP3vBKuXfmxBf43A5cGfenbik0yVM4ygsL8Smo5uYxiClmsYa3PP1PVh1YFWbr+2s64yEiAQUVRSJMndVY5XkDzEpgVWWvsl9UXR3EbNdSZn6TBysPchkbqUY1HkQlt24DCHqENahMDWlzxSMyB7BOgzioyiBlYlOo4PdZVdMyXShfYLQl81f5Cbm4v1r30eXmC4AgF7v9sLjPzzOOCpCfE9oUCj+N/Z/GJ0zmmkc03+YjplrZzKNQUp/1LQUcGpPJU6O41BgKBBtBdZoMUq+EqfXnNpCTGdgCYAsfRYO1x+Gm3ezDoUJp9uJSksl6zAUoaG5AVsrtgbs/wXiHUpgZaIN1QIAGmwNjCNp4XA5MMAwABk6/9qalxCRgHsuuQcp0Smw2C0oripmUqyCEF/H87widjDER8T7dRGn9rTQOd0AwwAAEOVhaJW1SvJdOBn6DGyZsgUjsmilRQkW7VyEvHfz0NDM5l7klh634MOxH8LldjGZn7WdlTvR6bVO+GL/F6xDYW7RrkXoP68/VaUmHqEEViZK20aVE5eDzVM2Y1DnQaxDEV2xsRi7q3ZjT9UeAKDzr4R4oLC8ECGzQvDDwR+YxhEfHu/XNzglNSUIUgW1u8jf45c+jv0P7helf+TI7JEYlC7tNUATpEGBoaC1mBNh65jpGHYadzLrP3pJ8iWYkDsBwepgJvOzJuye6J1EhSWplQ7xRhDrAAKF0hJYfzZhxQRkx2Tjmi7XAGjZVkwI6RiTzQSn24nw4HCmccSFx6GmqQZu3g0V53/PXEtqSpCpz2z3Db2YBZfeueYd0cancf6vAAAgAElEQVS6kMW7FiNNm4Yr0q+QZT5yfmabGUGqIGbnL51uJ4rKi5AYmXjBvsf+qrCiEEmRSa3JWyA7PYHtl9KPcTTE1/jf3YBCXZF+BY48fAR9OvVhHQoAYM6WOch7N88vzx6kRKWg3FSOXcZdiAiOUFz7IiIOnudRbiqH0WJkHYpfEtptsKxCDLSswLp5N2qbapnGIZX5Y+bjm1u/6dB7Hl71MG5febtX88q5Rfyfa/6JxbsWyzIXuTCL3YKokChJK09fCM/zGLRgEBbsWMBkftaKyouQn5LP7N9fSdK16QBa2oMR0lGUwMokIiQC6bp0xVSdO1BzABXmCr9c0TBEG1BuKke/5H74W/7f/PLvSFp6/Ka9nob3t73POhS/ZLKZALBPYK/reh2K7i5q3cXib7QaLbrEdunQexodjfi25FuvEtDC8kJoXtBg7eG1Ho/RXvowPRVxUgiz3YyoUPl7wAqC1cFI06bhUN0hZjGwUtNYgwO1BwK6/+vpdBodIkMiaQsx8QhtIZZJo6MRcwvnYkjGEEX88PLHHrACQ7QBRosRt1x8i2IeGBDxRYZEIjsmGzuMO1iH4peUksCm69KRrktnGoNUjBYj3ix6E5PyJrW7iBMA5BvyMW/7PByoPdCh952uyloFu8suy4MBnUZHx2cUomtcV+arf1kxWThYF3itdELUIVgwdgHyDfmsQ1EEjuOwYOyCgNxKTrxHS1Mymrl2JjYc2cA6DACnElg/6wErMEQbwIPH7qrdrEMhEstLysOOSkpgpZCbkIsH+j3AdLVG8OX+L7F873LWYYiuuKoYL256EcfNxzv0PuEhqDftdIRWalK30QFaWunUNdEKrBI8cdkT+HDsh0xjyNRlBuQKbFRoFCblTULXuK6sQ1GMG7rfgF5JvViHQXwQJbAyCQsKQ7AqWDFtdCotlX7XA1YwImsE/p7/d1zy/iXYdHQT63CIhHon9cahukPMWkL4s6GZQ/HWqLcQpGK/UeetrW/h5U0vsw5DdB1toSPoFtcNUSFR3iWwFhkT2DA9rcCSVlkxWTjZeLJ1l0eg+O7Ad63f86TF4brD+OqPr1iHQXwQJbAy4TgOWo1WMRfxy9Mux0DDQNZhSCJVm4qU6BQALTd6xH/lJeUBAHYZdzGOxP9Y7VY4XA7WYQAA8hLzUFxVrJh4xFJSU4KI4Ah0iuzUofepVWrc1fsu5MTmeDx3lbUKeo1elmMWrwx7BesmrZN8HtK2IQuH4P5v72caw809bsbPk39m1sqHBTfvxsQVE/Ha5tdYh6IoS4qXYOzSsWh0NLIOhfgY9o/WA4iSzgEtuG4B6xAk4+bdeGHjCwCA2PBYxtEQKeUb8rH4+sW0JUsCU76agu2V2/HHg3+wDgW9O/WG3WXH/pP7/aot1h81f+Ci2Is8OpM4d+Rcr+a+LO0yaDVar8ZoL+GBImHvUN0hGKINTGPorOsccN0BSmpKUN9cr4gaKEoi1Dc41nAMOXGeP5AjgYdWYGWkpATWn3Hg6N85QMSExWBiz4mIj4hnHYrfMdvNzAs4CYSVdn8773zcfNzjIkwAYHPaYLFbPHrvLRffgllDZnk8d0fsqNyBF35+AU2OJlnmI+cntNFhied5LN291Kst8L6mqLwIAKiA01+c3guWkI6gBFZGP9z+A1bespJ1GNhybAtiZsdgY9lG1qFIguM4zLhsBj676TPWoRAZ7D+53y8L/LBmspkUk8BeFHsRNEEa7K3eyzoUUe24dwf+N/Z/Hr23vrke0S9H493f3vXo/XVNdbL1Af/t+G94at1TONl4Upb5yPmZ7WZEhkQyjYHjODz43YNYuGMh0zjkVFheiOjQaNot9BeUwBJPUQIrI51Gh9CgUNZh4ITlBOqa6xRRXVQqLwx9ATd2v5F1GEQGC3YswITPJ8DusrMOxa8oKYENUgXhyMNH8OLQF1mHIiqO4xAeHO7Re3UaHQzRBo9XsbLezMLDqx726L0dpdfoAYB6wTJmd9lhd9kVce3P1GcGVCudwopC5KfkU1/6v0iJSgEHjhJY0mH0nSSjL/Z/gZk/zWQdRmv1SX/tA0sCS15SHhxuB/ZV72Mdil9RUgILAImRicz7V4ppY9lGTPpiEk6YT3g8Rn5KPooqijr8PrvLjrrmOlkqEANo7TVLRzvYcrqdGH/xePRM7Mk6FGTFZAVUK50fb/8Rb496m3UYihOsDsa6Setwb997WYdCfAwlsDLadHQT5hZ5V3hDDEarERw4OjdI/IK/no9k7aH+D+H6rtezDqPVLuMu3LHyDlSYKliHIorC8kJ8tPMjhAWHeTxGgaEA5aZylJvKO/S+ams1AHla6AAtbXQAUC9YxsKDw/HJDZ9gTM4Y1qEgU5eJsoYyON1O1qHIIjY8Fl1iu7AOQ5EGdR6E5Khk1mEQH0MJrIx0Gh0aHY3MW0FUWioRFx6niP6OhHirS0wXhAeHUwIrskcHPIrrul7HOoxWjY5GLNq1CNtObGMdiihKakqQEJHQujrpCaGiqVAgpr2M1lO7cCLl2YVDK7Dkr7JisuB0O3Gs4RjrUCS3ct9KvLTxJdnOnPuaXyt+xf+2e1YLgAQuSmBlpA1taVnQYGtgGkd+Sj4m501mGgMhYlGr1OiZ2BPbK7ezDsVvuNwulJvK0exsZh1Kq9yEXHDgsP2Ef3ydS2pLvKpADLTsPnhp6Esd3hIqHCORawU2XZsO4z+NmJA7QZb5yLkVlRch+qVorD28lnUouL7r9Tj88OHWIj7+bNGuRfjfjv/R+dfz+Hzv55j27TRK8EmH0BKcl3ZU7sDiXYvx1BVPtfkk/fSn0HHhcXKEd0539r6T2dyESGHhdQuZfk/5m5ONJ5H6eireHvU27u93P+twAAARIRG4KPYi7DD6x0p7SU0JRmWP8mqMEHUInrjsiQ6/L1OfiWevfBbZMdlezd9eapVatmSZnJ/JZoLZbkaIOoR1KNCH6Vu3livVs+ufPeshXt/kvrih+w0AgJk/zTwr6RqYOhCjc0bD4XLgmXXPAAA2lG3A1dlXyxO0D0rTpsHusqPKWoWkyCTW4RAfQQmslw7VHcJrW17DxNyJ6N2p9wVfq9PooOJUMNlMMkV3bjanTRHVkAkRi7crWeRMws8oJRVxAlpWHD0pWqQ0NqcNMWExuDjhYq/Hqm+ux6ajmzAiawSC1cHtek9OXA6eGfSM13N3xEsbX0KX2C5UHZ4hs90MAMz7wAreLHoTqdGpuL6bcs7am21maII0CFYH453f3jlr2/vkXpNbE9jXC1+Hi3ed8Xmby4bROaPhdDsxp3AOAEDNqTE2Z6w8fwEfdHorHUpgSXtRAuul1OhUAMAx07E2E9hRXUbB+bSTeSXNmFdi8FD/h/DysJeZxkGIWBqaGzC3cC5GZI9oPRdIPKfUBLZfcj/sqd6DZmczNEEa1uF4LDQoFHvu3yPKWN+Xfo/xn4/Htqnb0KdTn3a954T5BDiOk/Vm8b1t72FQ50GUwDJksVsAgHkfWME7W99BbmKuohLY539+Hv/97b9oeKIBxn8aL/jaxpmN5/1cWHAYbE/ZxA7PL6Xr0gG0JLD9U/ozjob4CtqQ76VU7akEth2FCNQqNfPk1WK3oNHRiJiwGKZxECKmYHUwnvv5Oaw6sIp1KH5BqQnsPwb+A8XTin06eRVbviEfADrUD3b6j9MxYP4AqUI6J32YnqoQM2a2nVqBVUAfWOBUL9haZfWC3X9yPzrrOtN5VRmdvgJLSHvRd6iXEiISEKwKxjFT2wlsfXM97vnqHvx06CcZIju3SkslAOoBS/xLeHA4cmJz/OZ8JGtKTWD9xRuFb2D4ouGiFC1J16YjMSKxQ1urjRaj7GdSdRodVSFmLCcuB3fl3aWY7+ssfRYO1h0Ez/OsQ2m1/+R+dI3ryjqMgKIN1WL/A/sxre801qEQH0IJrJdUnAqGaEO7ElgOHOZtn8e03YdQfZLOGRB/k5eU5zcValnrHt8dr131miIrhE5cMRGPrH6EdRheKaooQmltqSirPBzHocBQ0KEVWKPVKPtDTL1Gj7pmWoFlaVjmMMwfO18xOxgy9Zkw2UyobaplHQqAlrPpB+sOomssJbBy4jgOOXE5XvXEJoGHElgRpGpT27WFOCo0Chw4pk+hhf5/lMASf9M7qTeOmY6hprGGdSg+r0tsFzw64FFFVnaua6rDuiPrWIfhlZKaEuTE5og2XoGhACU1Je1OBKqsVbInsDqNjnkBw0DndDsVtdqZqc8EB04xW0dLa0vh5t20AsvAV398hTlb5rAOg/gQSmBFkBqd2q4VWBWnglajZdoHNlOficcGPqbIlRVCvJGXlIewoDAcqjvEOhSfV2mpRElNiaJudgV5SXnYU70HNqdvFkjheR4lNd73gD3dHb3uwO5pu9ts5QYAbt6Namu17FuI3732XRx5+Iisc5IzTf16KjLfzGQdRquru1yN5qea2yyAKRd9mB6zh83GwNSBrEMJOKsOrMJLm15iHQbxIVSFWASp0amoMFXAzbvb3BLG+hxQXlIe8pLymM1PiFQGZwyG+Ukz1Co161B83ptFb+LVza8qsopmXlIenG4n9lbvVcyNb0cYrUaY7WZRE9jkqGQkRyW367UutwvvXfseeib2FG3+9lBC79FAZ7abERaknG2aSvs/kRyVjOmXTmcdRkBK06bhZONJNDoaER4czjoc4gNoBVYEqdpUONyO1vOlF5Iclcy0ul21tbq1EiEh/iRIFUTJq0hMNhOiQ6OZV00/F+EBHMtaAt6w2q24Kusq9ErsJeq4X//xNd4serPN1wWrgzGlzxT0S+kn6vxt2XR0E+7+6m40NLPbgRToLHaLYlroCP61/l/t+n8rhz1Ve3DcfJx1GAFJ2BXYnuN4hACUwIri9F6wbfnlrl+w4LoFEkd0fvd8fQ8G/o+2xxD/9M7WdzBxxUTWYfg8IYFVouyYbFzT5RqfbQWWFZOF72/7HpenXy7quN+UfIP/W/9/bVY2rmmswW/Hf0OTo0nU+dtyuO4w5m+fjyprlazzkj+ZbWbFtNAR/HDoB6zcv5J1GACAyV9Oxp1f3sk6jIAkJLBlDWWMIyG+ghJYEXSkFyxrRquRCjgRv3XcfBzLdi9Ds7OZdSg+TckJrIpT4ZsJ32Bs17GsQ/GIVOeK8w35qG+ux4GaAxd83Q+HfkC/D/rhcP1hSeI4H32YHgColQ5DZrsZUSHKSmCz9FmK6AXL83xLCx2qQMyEkMCeMJ9gHAnxFZTAiqAjK7Dv/fYe0yd8lZZK6gFL/FZeUh5cvAt7qvawDsWnKTmBFTQ5mhRZZKotN312E65dcq3o4xYYCgCgzXY6wlEXFn1gAUpgWbq95+24vuv1rMM4Q6Y+E+WmcuZF2SrMFbDYLVSBmJFUbSosT1owKW8S61CIj6AEVgQxYTEICwpr1wrs3uq9WLFvhQxRnY3neRgttAJL/FfvpJaiPtsrqR+sN6ZfOh2PX/o46zDO69M9nyLqpaj/Z+/Ow5uq0j+Af2+StumapgttCmlLW2hZSltakAKCbAoogjKIgDgyOuK+j7uj46i4/Bx1VJzBFQdBUWQXsMjWIiiUlrJ0Xynd13RN0uT+/gipQLe0vfeee5PzeZ55kDa99ztaaN57znlfwVcRuXCu+hxcFC6cXzfKLwpeLl59FrBVLVWQM3LBt2CrlZYVWDoLlpynJj8lugIhXB0OFizxraNZNVkAQAtYQmSMDO7O7qRjUBJCC1gOMAxjmQVrwwqsdRaeyWwSINmVmg3NaOtooyuwlN0arh4OT2dPyTb4EYu5EXNx48gbScfoUZg6DCbWJLn/zh3mDuTX5WOkD3cdiK1kjAwTh07s8+dQZUsl/N39BW8m6K30hruTO/GVNkdW21oLo8lIOsYVwn3CofHQEJ/fnVmdCYAWsCStPbEWrx5+lXQMSiJoAcsRW2fBWrdRNRmE7wTMMAzev+F9zAqbJfi9KUoIMkaGG0feCJWLinQUSTt24RhKGktIx+jRGP8xkDNypJVLa6W9uKEYRrOR0xE6l9u5bCd2Ld/V62sqWyqJPMQc6jUUzc83Y2XMSsHvTVkenvi944c3U94kHeUKk7WTUfZkGRK1iURz3Bx5MzbeupHuUCMopSQFX5/+mnQMSiLoHFiOaFVaJOUn9fm6y88B2TJ0nksezh54dNKjgt6TooS2afEm0hEkb9bXs/DghAfxzvXvkI7SLVcnV0T5RSG9UlorsDm1OQDAWwGrVCj7fM3zU59Hs6GZl/tT4mX9by62MTpiEeIdghDvENIxHFqwKhhbMrfAzJqJjpukpIF+h3BE66VFeXM5Oswdvb4uwCMA4epwItuoqluqkVmd2WdGirIHUmzwIwZGkxFtHW2ib+IUp4mT3BZif3d/3B13N2/bFI0mIxZvXoxPUz/t8TWJ2kTMCZ/Dy/378tBPD+Gj3z8icm9HZ53/LrYxOgDwxL4n8MS+J4hm2HRmU58dvCl+BauCYTAZ6Kgtyia0gOWI1ksLM2vucwj2/BHzkfdIHiL9IgVK9ofN5zZj9NrRqGmtEfzeFCWUgvoChLwfgh/O/0A6iiRZjzeIvYBdPnY5npj0RJ9zT8UkISgBn938GXzdfHm5vpPcCacrTmNv/t5uP8+yLLZnbUdRQxEv9+/L/oL9SC5JJnJvR2f9cy22MToAkF+fj6SCvnew8UWn12H5j8uJNdikLDpnwTbQWbBU32gByxHrLNhSXSnhJD2rbKkEAwZ+bn6ko1AUb4I8g1DWVEY7EQ+QTq8DIP4Cdt6IeXg88XFJbTWraa3hveC+Ztg1OHbhWLc7EJoNzVj03SJ8f+57XjP0xFvpTcfoEGJdgRXjFuJwdTgK6guI7ZqhHYjFIVgVDLVSTf+OoGwinZ/8IjfMaxgA9DlKp7K5ErO+noVdOb032uBDRXMF/N39oZDRo8+U/VIqlBjlN0py20vFQioFLACUNJYgvy6fdAybxa+Lx1+2/4XXe0waOgnlzeXdPkytbLHMgA3wINOJnhaw5AR5BuG1Ga9hlP8o0lG6CFOHodXY2vn9KTRawIpD9JBo1D1ThxsibiAdhZIAWsByROtlWYHtqxOxQqbAgcIDRN50keo+SVFCk+L5SLEIVgVjy21bMGnYJNJR+jT1i6l4+dDLpGPYpM3YhpLGEoSrw3m9j/W/228Xf+vyOevZMlI/B9SuatS30TmwJGhVWrww7QWEqcNIR+nC+meioL6AyP2zarKgkClE+e/GkTAMQzoCJSG0gOWISqmCp7NnnyuwKqVlvAeJp9CVzZXEnrxL3dtH38asr+n4IamIDYhFeXM5KpvJPNGXMm+lN24ddSuGeg0lHaVPsYGxktkqnltnaRDDVwdiq5jAGEzWToackXf5nPXPwxD3Ibxm6EmwVzB8XH2I3NvRNbY3oqSxhMgM+r6M9B2JiUMnEsuWWZOJCJ8IOMmdiNyf+sMzSc/guf3PkY5BHMuyyKvLQ11bHekookX3knJIq+p7FqxCpoCHswca9Y0CpfrDK9e9QrcPD9B3577DqfJTqG2t5a0BC8Wd6aHT8eCEB2nH7QG40HgB56rPYXrIdLg6uZKO06vYwFjszt2NNmOb6LNaR+jw3cDPWe6Mo3852u3nSG8hfmvOW0TuSwEbz2zEAz89gPIny0U36zTcJxy/3dN1x4BQ1t20jna+FYmz1WdR3lSONbPXkI5CFMMwiPCJIB1D1OgKLIe0Xn0XsACgclERWYGdGzEXs8NmC35fqWvSN3VuRz1VfopwGsoW4zXj8dH8jySxiig2e/P2Yt438yTx5Dc2MBZm1owzVWdIR+mTtYAV6k2J0WTs0jDqlqhbsH/lfmIrsBQ51i7EYmziRJq/uz/GDBlDOgYFyy6NksYS0jEoCaAFLIe0Xto+txADwIShE6Dx0AiQ6A/6Dj2S8pPoU8YBOF56vPON4Mmyk4TTULbqMHf0OdaK6kpKTZziAuMAQBLnnWeEzsBbs98SpID4peAXqN5UIa38yu3VAR4BmBU2i9hOnKT8JMxcP5Nu7Seg2dAMBgzcndxJR+nWfbvuw00bbxL8vqW6Urx25DU6ukUkglXBqG2rRYuhhXQUor47+x1mfz2bNr3rBS1gOaRVaVHZUgl9h77X121duhWvz3pdoFQWxY3FuH7D9diXt0/Q+9qD5JJkyBgZgjyDcLKcFrBScfsPt2Pm+pmkY0iOTq+zvNF1Fucb3cuFeofi28Xf4sYRN5KO0qdEbSKenvK0IPeK8IlAW0cbjpcev+Lje/P24uf8nwXJ0J2G9gYcLDqI6tZqYhkcVZO+CR7OHqJtlGM0GZFanir4fVPLUvHSwZfow32RsM6CdfRV2NTyVKSUpEjiQTIptIDlkLUT8cWmi4STdGV94k2bOPVfSkkKYgNjMS1kGlLLhP8BSw3M2CFjkVOb4/BPcvtLp9fBw9lDEvNVGYbB0rFLJbFV/HjpcTS2C9P7IFgVjECPwC6diN9IfgNvJL8hSIbueCu9AYB2IiagydAETxdP0jF6FO4TjormCsH/vraO0OH7bDplm3CfcIwLGIe2jjbSUYjKq8tDmDpMEj+HSaH/ZjikVV0apdPHNuJXDr2CGzYIO+eqorkCAETXvEHsjCYjjpcex1TtVCRoElDcWIzqFrp6IAVxgXFgwUrifKSY6PQ6ST31LawvxLrUdaLsrmpV21qLxM8T8Xna54Lcj2EYTBo2qcsKbGUL2U70alc1ADJd+B3dsrHL8NqM10jH6JF1hE1hQ6Gg982qzUKQZ5Ck/s6zZ5OGTcLp+05jvGY86ShE5dXl0SZOfaAFLIdsnQVb3VIt+EpeZ/dJOge2X06Vn0JbRxumBk9FfFA8ABDZ5kT1X2xgLABpnI8Uk6enPI1NizeRjmGzw8WHsXrXauTV5ZGO0iNrAye+R+hcbtLQScity0Vta23nx6paqoj+DOhcgW2nK7BCmxU2C6viVpGO0SNrAZtfly/ofbNqshDlFyXoPSmqN9YROrSA7R0tYDlk6wqst9IbDe0NYFlWiFgALFuIZYwMfm5+gt3THqSUpAAApgZP7XwiSBs5SUOwKhhqpZoWsP0U6ReJa0OuJR3DZlJ4UEGigJ03Yh7+OeOfYGH5OaPv0KOhvYFoB2IfVx+MHTIWrgpxjzyyR1k1WaI+VxjhE4HFoxZ3rtILpaihCFG+tIAVkz9t/hOe3Pck6RjENBuaMSV4ChKCEkhHETU6FJRDbk5u8HH16XMF1lvpDRNrQouxRbCW9qviVlmG28u6DrenepZckoxwdTg0npau0ZG+kXQFViIYhsEHcz/ofLJP2WZ3zm6olCpMDZ5KOopNRvuPhpPMCekV6Vg6dinpON3Kqc2BnJFjuPdwwe45LmAcxgWM6/y9tXESyRVYH1cfnLmfbuknYdmWZRjmNQw7l+0kHaVbPq4++OG2HwS/b+njpQ5/3lJsKporUNNaQzoGMZ4unkhamUQ6hujRApZjtsyCVSlVACzngIQqYMPUYfSNfD+xLIuUkhQsiFzQ+bGEoAQcLj5MMBXVHytjVpKOIDlP738ao/xGSaaAdZY7Y7T/aKRVpPX9YkJy6nIQpg6Dk9xJ0Ps2tDcgvy4f8UHxCPQIRNaDWXQXjoNqNjTD01m8TZysDCYDnOXOgt1PLpPT2bgiE+IdgmMXjpGOQYkc3ULMMa2q71mwYeowXB9+vaBbiHdm78SJiycEu589yK7NRm1bLaZq/3gjH6+JR6mutLMpFiVuLYYW7C/YT0ck9IPUmjgBQJwmTtRbiJ+b+hw+nPeh4Pd9dv+zmPX1LJhZMxQyBSL9IuHr5it4jsvd+t2teOGXF4hmcERN+ibRF7B3b78b4z4Z1/cLObIjewfu23UfWo2tgt2T6luwVzBKdaWibszHp78f/DvGfTJO0BpBingrYBmG0TIMc5BhmEyGYc4xDPPopY/7MAyTxDBM7qVfhT3wwDNbVmBnh83Gvjv2dZ6ZFcJDex7Ch78L/wZKypKLkwHgipUo65kEOk5HGvLr8zHnf3Owv2A/6SiSIcUC9vWZryProSzSMXo0XjMeN0QI23keAK4Zeg0a9Y3Iqc1Balkq3jv2HvGxUvn1+ThXfY5oBkck9jE6AODn5ofChkLBCpdfCn7BhowN9Ey2yASrgmE0Gzubjzqa89XnoTfpRTuzWSz4XIHtAPAky7KjAEwC8CDDMKMBPAvgF5ZlRwD45dLv7YbWS4u6tjpRPdFjWRaVzZW0A3E/pVxIgb+b/xWNV+I0cWDA0HOwEjHKbxSc5c6iXp0TE5Zl0aRvklwBG+QZ1NnhVmzq2+qx+dxmIuO3Jg2bBMAyg3Z/wX488fMTgme4mrWJISUck9mEVmOr6Fdgw9RhMJgMKGsqE+R+WbWWDsS0UBCXsUPG4sYRN8JgMpCOQkReXR5G+IwgHUP0eCtgWZYtZ1n21KV/bgKQCWAogIUA1l962XoAi/jKQIItnYiLG4ox/IPh2HJ+iyCZGvWN0Jv0dAZsP6WUpGBq8NQrfrh5OHsgyi+KdiKWCCe5E8YOGUsLWBu1GFvAgpVcAcuyLF459Ap+OC98E5i+pJanYukPS3G26qzg9470i4TKRYXjpcdR2VIJdyd3uDu7C57jcmqlmo7RIWDDLRuwKErcb7fCfcIBWFbphUBH6IjTtSHXYtfyXQj1DiUdRXB0hI7tBDkDyzBMKIA4AL8BCGBZthywFLkAuu3pzzDMvQzDnGQY5mR1tfBPrgfKllmwSoUSRQ1Fgm2PqGy+NAOW4AB7qSlrKkNBfUG3jWwSghJoASshsQGxSK9Ip+dJbKBUKJG2Og0roleQjtIvDMPg69Nf4/vz35OO0gWJETpWMkaGiUMndhawJEfoWNEVWOHJZXKsGLcCMYExpKP0ytposqC+gPd7tRhaUNJYQgtYSlQqWyrRYmyhBawNeC9gGYbxALAFwGMsy+ps/fVmXDQAACAASURBVDqWZdexLJvAsmyCv78/fwE5ZssK7OVdiIVgLZTpFmLbWee/XhvcdR5mQlACypvLBdvmRA1OnCYO1a3VKG8uJx1F9BQyBWIDYzvHRklJbGAs0srF14k4pzYHbk5uCPIMInL/12e+jvWL1qOqpUoUDzFjAmIQr4knHcOhNOmbcLjoMGpba0lH6VWwKhiPXfMYRvmN4v1eFc0VGO49HGP8x/B+L6r/oj+JxmN7HyMdQ3Ad5g6sil2FCUETSEcRPV4LWIZhnGApXr9hWfbHSx+uZBhGc+nzGgB21R50qOdQAH2vwCoVSsEK2HhNPFLvTcU1w64R5H72IKUkBW5ObogNjO3yOdrISVr+NPpPSL03Ff5u0nkQRkpZUxk+OfEJLuouko7Sb3GBcciry0OTvol0lCvk1OZgpO9IYufsJgydgJjAGNH0QXg88XH8uPTHvl9IcSarJgvXrb8Ov174lXSUXilkCrw39z0kahN5v1e4TzgKHi3ALaNu4f1e1MAUNhSSjiC4YV7D8MXCL+j7dRvw2YWYAfA5gEyWZf912ad2APjzpX/+M4DtfGUgwUXhggD3gD5H6ahcVIIVsO7O7hivGS+5c20kJZckY9KwSd3ObYwNjIWMkdFtxBIR6BGI8Zrxgs/glKLz1efxwE8PCLKFj2uxgbFgweJM1RnSUa6QU5uDSN9IYvdnWRbfZHyDV2e8is9u/oxYDoqcZkMzAIi+CzEA6Dv0KG4oJh2DIixEFYKSxhLSMQTXamylx51sxOcK7BQAKwHMZBgm/dL/5gN4E8AchmFyAcy59Hu7olX1PUrn1lG3YlyAMPPODhUdwpdpXwpyL3vQ2N6IjMqMbrcPA4CbkxtG+4/GyXJawErFjuwdWJ++vu8XOjid3nLKQ4oPu2IDY+Hu5C66rf1JK5Pw2szXiN2fYRi8cvgVrD+9Hn5ufsRyWO3M3onQ90NRWO94qyukNBksuxLE3oUYAB7d+yji1/G/xfzRPY9i9c7VvN+HGphgVbBDFrCrtq9CzH/EfVZdLBR8XZhl2RQAPe2ZmsXXfcVA66VFdm12r69Ze+NagdIAGzI2YHfubqyKWyXYPaXseOlxmFlztw2crBKCErAndw9YlqUt+CXgfxn/Q1p5Gv4c++e+X+zApFzADvMaBt1zOsgYQXoT2my4ejjpCIjyi8K2rG04VX4K4zXjiWZhwaK4sRi1bbWi+HfjCKwrsB7OHoST9C1cHY7atlo0tjd29gvhw4GiAw7Z5VYqglXBqGurQ7OhWRLft1zJq8vDUK+hpGNIgrh+0tsJrZe2zy3EQqpsqaQjdPohuSQZckbeOUOxO/GaeFS2VOJik/TOCjqi2IBY5NfndxZoVPekXMAyDCO64vV0xWn869i/iHfdtfZmOFB4gGgOAJ3zekn/O3Ek1nPhUthCLEQnYpPZhJzaHEGaRVEDkzgsEffF3+dQs2A7R+ioaQdiW4jrp72d0Kq0aDI0obG9scfXrN65GrH/6dogiA/FDcWdb2CovqWUpCBOE9frUz9rIyd6DlYarM24MiozCCcRN2sBK4U3ut35/tz3mPLFFHSYO0hHAQAkFSThyZ+fJH6m6f6E+wEAcyPmEs0BWObAAkB9G50FK5S5EXPx420/imILeV+ss2D5LGCLGopgMBnoCB0Rmx46HZ/c9Al8XH1IRxFMTWsNdHodHaFjI1rA8sCWWbCApY0739o72pFZk4mYALqn3hYGkwG/XfwNU7U9bx8GLKMg5IycFrASEaeJAwCkV6QTTiJuD098GNkPZcNZ7kw6yoDoTXr8euFXZNf0foRDKDm1OfB384faVU00R0xgDNiXWYwdMpZoDoCuwJIQ4h2CW0bdIok/19YV2Pz6fN7ukVWTBQC0gBW5DnMHWo2tpGMIJq8uDwAwwncE4STSQAtYHtgyC1aoYe5ZNVnoMHd0voGnepdalor2jvZez78CgKuTK8YOGYvUcjpKRwo0Hhr4u/kjpzaHdBRRUylVGOk7knSMAbOutKdViGMerHWEDvUHH1cf3Bx5Mz3nJaDTFaeRlJ9EOoZNvFy88OG8DzEnbA5v93CWO+Pa4GtpAStiJrMJnms88UbyG6SjCGaI+xC8NO0luuBkI96aODky6wpsqa60x9d4K72hN+nR3tEOpULJW5bYwFhUPVUFNyc33u5hT1JKUgCgzwIWsJyD3ZGzgzZykgCGYZDzcE7n6g/VvS3nt0Cn10m24VuUXxRc5C5Ir0jHHePuIB0HObU5oti2Kybuzu7YfrtdTc8TvY9PfIydOTtR/mQ56Sg2eWjiQ7xef074HMwJ569ApgZPLpMjwD3AoToRh/uE49UZr5KOIRl0BZYHGk8NZIys1y3E1u56vZ2T5Yq/uz/cnd15v489SLmQghE+IxDgEdDnaxOCElDTWuNQf8FKGS1e+/Zl+pf46MRHpGMMmEKmQHRAtCi2ircYWlDZUkl0BixFAZYxOlLq5FrRXIHk4mTerk/6TDplG0cbpZNfl097A/QDLWB5oJApoPHQ9FrAxgTEYHX8ashlcl6zvHTgJWzI2MDrPeyFmTUjpSSlx/mvV7M2cqLbiKUhszoTy7csF835SDFqMjRJsgPx5eZFzMNwb/LjWdyd3dHyfAsenPgg6SiiM/nzybhr212kYziMJn2TJGbAWn38+8eYsX4GjCYj59dmWRba97T4x6F/cH5tiluOVsDevuV2LP1hKekYkkELWJ5oVb2P0pkSPAX/uek/vHYFNLNmvP/b+/it9Dfe7mFPsmqyUNdWZ9P2YQCIDoiGQqagjZwkZNPZTfjtIv3z0BOdXif5AvbVGa/i05s/JR0DAKBUKCW18iWUDnMHKlsqScdwGM2GZkl1Fg9Th8HEmngpXmpaa3Cx6aLk/55zBMGqYJTqSmEym0hH4R3LssitzcUIH9rAyVa0gOWJ1kvbZxdik9nE67iHgvoCNBuaOxubUL3rz/lXwPLmNHpINC1gJWKk70i4KlxFsb1UrOyhgLUi/aZn05lNeHIf+RE6YiRUE0PKQmpbiPmcBWvtQDzKn86AFbu5EXPxynWvwGjmfiVebOra6tCob6QjdPqBFrA80XpZVmB7evOSWZ0JxT8V+DHzR94yWN+o0w7EtkkuSUaAe0C//gJJCErAybKT9E2qBMhlcowLGEcL2F7o9Dp4OUu7gDWYDAh+L5h498pdubvwY9aPtMFbN9SuanrWS0CfLfgMa2atIR3DZtZZsHyM0qEjdKRjWsg0PH/t87w2OhUL6wgdWsDajhawPNGqtGjraENdW123n7eucvD5FDqtPA0KmQKj/Ufzdg97klKSgqnBU/v1hjMhKAH17fUoaijiLxjFmdjAWKRXpNMHDj3IfyQfa2ZL541ud5zlznB1ciU+SoeO0OmZtwtdgRVSnCYO4wLGkY5hsyDPIDjLnXlbgVUqlAhWBXN+bYpbZtaMi7qLqG2tJR2Fd7SA7T9awPLEOkqnp23EQgxzbzG2IC4wziGeXg1Wqa4URQ1FNm8ftorXxAMA3UYsEROCJiDEO4S+ee6Bl4uXXWwhtj6oIIVlWUsB60ML2O5MD52O28bcRjqGw9iQsQEZlRmkY9hMxsiwdelW3Bt/L+fXTghKwCMTH4GMoW9/xa7Z0Ixh7w3DF2lfkI7Cu0RtIv570387t89TfaN/gnmiVV0qYHto5OTm5AaFTMHrGJ33576P3+6hDWtsYT3/amsHYquxQ8bCWe5MC1iJuHv83UhbnQa1q5p0FNHR6XV4OulpnLh4gnSUQYsNiEVhQyGxBxVVLVXQ6XV0BbYHy6OX49/z/k06hkMws2bcufVObDm/hXSUfpk/Yj4vq1HLopfhrTlvcX5dinteLl7wVno7RCfiMHUY7o2/Fy4KF9JRJIMWsDzpawWWYRioXFS8v8Gi569sk1KSAncnd8QExvTr61wULhgXMA4ny2kBS0lbdUs13vn1HWTWZJKOMmjWxnWkVp0qmisQ4B5AC9hemMwmmFkz6Rh2r9XYChaspJo4AUBubS7Wp6/n9LhHh7kD1S3V9AiJhASrglHcWEw6Bu8OFB5Afh33Z77tGS1geRLgEQAnmVOvo3Qem/QYZg6fycv9DxUdwtQvpiK3NpeX69ublJIUJGoToZAp+v218Zp4pJal0h+KErFq+yo6g7IbOr0OAOxiC3F8UDwemvAQfF19idw/JjAGFU9V4Prw64ncX+x+OP8DFP9UILNa+g9LxK5J3wQAkhqjAwC7c3fjru13obaNu/OP56vPY8j/DcGWTGmtRjsyR5kFu+T7JXjn13dIx5AUWsDyRMbIMNRraK+jdF6c9iIWj17My/1/v/g7jl44Cl83Mm/gpKShvQEZlRn93j5slRCUgEZ9Iy8dEynutXe041DRIdIxRMeeCtgh7kPw4fwPMWbIGKI56A6Y7nk6W4opehadf00GSwErtRVYPkbpWB+Y0Fmb0hHsZf8FbF1bHera6mgDp36iBSyP+poF22Zs4627WlpFGoJVwfBx9eHl+vbk2IVjYMH2u4GTVUJQAgDayEkqYgNiUdxYTMd4XMWeClgAMJqMxHagPLHvCTz181NE7i0F1jPotIDlX+cKrLO0VmDD1ZdG6XC4rTKrJgsMGLq1X0JWjFuBD+Z+YNc73Kzf47SA7R9awPJIq9L2uoV45daVmP7VdF7unV6RjrhAOv/VFiklKVDIFLhm6DUD+vox/mPgIndBalkqx8koPljnIp+uPE04ibg0G5oB2E8B+/KhlzFm7RgYTAbB7703by8vI0DshbULf307fYjEt9H+o5G+Oh3TQ/l5r8GX4erhALhdgc2qzUKodyhcnVw5uybFr8nayVgZs9Kud7NYR+jQnQH9QwtYHmm9tCjVlfbYqIKvJk4thhZk12R3NjKhepdckozxmvFwd3Yf0Nc7yZ0QExhDGzlJREyApVEXyTErYrQsehn0L+rt5ilwTEAMjGYjzlefF/S+JrMJeXV5dJWnF2olXYEViquTK2ICYzofGkiFm5MbNB4abgvYmixE+UVxdj2Kf/oOPY6XHkd5UznpKLyxFrB0hE7/0AKWR1ovLYxmI6paqrr9vLeSn2HujfpGLIhcgCnaKZxf297oO/T4/eLvmKod2PZhqwRNAlLLUmlXTQkI8AjAsrHLMMxrGOkoouMsd7ab+YjWB3hCP6gobiyG0WykBWwvvJXeeOyaxzAuYBzpKHYvszoTa0+s7TwiICU/r/wZb895m7PrPZX4FO5PuJ+z61H8q26tRuLnidiZs5N0FN7cM/4e7F+5n+4M6Kf+t1ylbHb5LNhAj8Aun/dWeqPF2IIOc8eAut/2JMgzCNtv387Z9ezZybKT0Jv0Az7/apUQlIC1J9citzYXkX6RHKWj+LJx8UbSEUTnh/M/ILk4GR/M+4B0FE5E+ETAzclN8AI2uyYbAGgB2wsnuRPem/se6RgOIaUkBQ/+9CBujrxZcscDxg4Zy+n1Voxbwen1KP5pPDSQM3IUN9jvKB2NpwYaTw3pGJJjH4/aRaqvWbAqpQoA0NjeyOl9jSYjp9ezZyklKQAw6AI2PigeAJBaTs/BSkWzoRkms4l0DNE4UnwE/8v4H+kYnJHL5IgJiCGyVTxeE08L2D60Gds4/9lHdWXtQiy1Jk6AZY7zq4dfRXtH+6CvVdZUhrTyNPr+SGLkMjmGeQ1Dic5+OxF/cuITYjPLpYwWsDy6fAW2O1ODp+LNWW/CSe7E6X2nfTUNy7cs5/Sa9irlQgoifSPh7+4/qOuM9h8NpUJJOxFLxO6c3fBa40UbOV1Gp9dJboWmL3+f/ne8NO0lQe85b8Q8nLz3JIa4DxH0vlIz8bOJWLV9FekYds/ahVhqY3QASwH78qGXUdRQNOhrbT63GePXjafnriXInmfB6vQ6PPDTA9ibt5d0FMmhBSyPfF19oVQoe1yBHa8Zj2emPsPpm0aT2YTTFacR4B7A2TXtlZk142jJ0QHPf72cQqZAXGAcLWAlYqTvSLBgaSOny9hjATs3Yi5mhc0iHYPqBl89IKgrNRma4KpwhVwmJx2l37icBZtVkwUfVx/4ufkN+lqUsOy5gLU2cLKX5olCogUsjxiG6XUWrMFkQEF9QecTUi7k1OagraOtc1QI1bPz1edR314/6O3DVglBCThVfopuS5WAcJ9weDh7IK08jXQU0bDHAtZgMuDn/J87z6UKIe6/cXj54MuC3U+q1Eo1HaMjgGZDMzxdpLd9GOB2FmxmTSai/KLsehyLvXoi8QmsX7SedAxe0AJ24GgBy7PeZsFm1WQh/N/hSCpI4ux+1hUlOkKnb1ydf7WK18SjxdiCnNocTq5H8UfGyCznIyvpCuzlfFx9SEfglMlswrxv5mHjGWGadrUZ25BekS7J1S6h0RVYYayZtQa/3fMb6RgDMsR9CNyd3DlbgR3lN4qDVJTQxmvGY1rINNIxeGEtYK0Payjb0QKWZ72twKpcLE2cuPwhnlaRBme5M511ZoPkkmRoPDSczd5KCEoAALqNWCJiA2NxuuI0HX10yf4792PHsh2kY3DK1ckVUX5RSKsQZqXd+maENnDqGy1ghaF2VSPUO5R0jAFhGAZh6jAUNRYN6jp1bXWoaqmi74skqqG9Ad+f+x6lulLSUTiXV5eHIM8guDu7k44iOXSMDs+0XlqUNZV1OyrHOlicyx/i00Omw9PZE85yZ86uaa9SSlIwNXgqZ1uKovyi4ObkhpNlJ7EyZiUn16T4c9uY2xDpGwmjyQgXhQvpOBRPYgNjkVycLMi9rLsvIn3pKK2+3Bx5M4JVwaRj2L2v0r+Ci9wFy6KXkY4yIIfuOtT5Xmmg3JzcsO+OfXSbpkRd1F3EbT/chk2LN+H2sbeTjsOpj+Z/hIrmCtIxJImuwPJMq9LCzJpR3lTe5XOeLp5gwHA6SuDGkTfipenCdt2UopLGEpQ0lnC2fRiwtHuPC4yjo3QkYlrINDx8zcO0eL1kxY8r8O3Zb0nH4FxsQCwu6C6gtrWW93tZC9gRviN4v5fUzQ6bjacmP0U6ht37+MTHkh6P5ePqAxkzuLeqSoUS14dfz9luK0pY1oke9tjIyc3JjX5fDhAtYHnW2yxYGSODl4sXZyuwzYZmZNdk0yZCNrCef+WiA/HlEoISkFaRhg5zB6fXpfhRWF+I89XnSccgzmQ2YeOZjYI2OxKKtaGdECOTInwicFfsXZIcWSK09o525NflQ9+hJx3FrjXpmyTbxAkATpWfwl93/BXVLdUDvsbhosN0TImEebl4wVvpjeKGYtJRONViaMGT+57EqfJTpKNIEi1gedbXLNj3bngPt425jZN7HSk+gqiPo3D0wlFOrmfPUkpS4OnsieiAaE6vmxCUgFZjK7Jqsji9LsWPm7+9GU8nPU06BnFNBksndHvrQgwAicMSkbY6jdPdFj1ZMmYJvlz4Je/3sQf78vYh4sMInKs+RzqKXWsyNMHDSboPVKpaqvBZ2mfIrh34w7V3j72LvyX9jcNUlNCih0TjRNkJ0jE4lVeXh38d/xcnXbYdES1gedbbCiwArIpbhSnBUzi5F+1AbLuUkhQkahO7nEseLNrISVpiA2PpLFhYRugA9lnAuju7IzYwVpC+AC2GFt7vYS/46AFBdSXlMToAN7Ngs2qyaAMniZs5fCZSy1M5PXJHmrXpHz1yMjC0gOWZSqmCp7NnjyuwhfWFOFN5hpN7pVWkIVwdbpdvQrlU31aPs1VnOd8+DFi6j3o4eyC1jJ6DlYLYgFhcbLo4qO1p9sCeC1gA+KXgF6xJXsPrPWpba+GxxgNrT6zl9T72Qu2qBmD5+5jiB8uylgLWWboFbKh3KBgwA16l0nfoUVBfgChfWsBK2X0J96Ho0SKolCrSUTiTW5cLgI7QGShawApAq9KitKn79t+P73scK7dy07E2vSKdrr7a4NcLv4IFy8uWQhkjw3jNeJwspyuwUmA9H+noq7BGkxHDvIbZ3RxYq0NFh/DSwZfQZmzj7R7WNyPWXTdU7+gKrDAanmnAs1OfJR1jwJzlztCqtChoGNgKbH59PkysCaP86QxYKQv0COw8kmcv8uryEOAeIOkdEiTRAlYAw7yG9bgCq1KqOPkBrtPrkFeXRwtYG6SUpMBJ5oSJQyfycv0ETQLSK9JhNBl5uT7FnZiAGAC0gI3TxOHC4xcwK2wW6Si8iA2MhYk18Xre0tqBmM6AtY21gK1vpyuwfGEYBp4unpKfMRnpG4n2jvYBfW1mdSYA0C3EdmBn9k48vvdx0jE4U9VSRUc7DQItYAWg9dL2eAbW24WbYe5OMidsW7oNS0YvGfS17F1ySTLig+Lh5uTGy/Xjg+LR3tFOu9tKgK+bL3bcvgMrxq0gHYXikfXBXlp5Gm/3yKnNgZyRY7h6OG/3sCeezp74YO4HmDXcPh+aiEFVSxWe+vkpZFRmkI4yKPvu2Ifvl3w/oK9dELkA5x44hzH+YzhORQntbNVZvP/b+6hqqSIdhRM7lu3AL3f+QjqGZNECVgBaLy0qmythMBm6fM5b6Q2dXgczax7UPVydXLEwaiEi/SIHdR17197RjhNlJzBVy19HUmsjJzoPVhoWRC5AkGcQ6RhE7crZhfnfzBdkVioJw9XD4ensyetKe05tDsLUYYI0i7IHDMPgkWse6dzGT3Hvou4i3j327qAaIIkBwzAD/lpnuTNG+4+m877twMzhMwFYjoTYC/p9OXC0gBWAVqUFCxYXdRe7fE6lVIEFiyZ906DukZSfhGMXjg3qGo7gZNlJGEwGXkdqRPhEwMvFi3YiloiihiJ8/PvHaDW2ko5CTG5tLvbk7eG8K7dYyBgZYgNjUaIr4e0ei0ctxhOJT/B2fXuUW5vbufWa4l6zoRkAJD+XOLUsFXM3zB3QnOp3jr6DXTm7eEhFCS0+KB6ezp44UHiAdJRBy63NxdIflnLWxNUR0QJWAL2N0rlxxI3Y/KfNg34K8+wvz+Lvh/4+qGs4guTiZADgbHRRd2SMDPGaeFrASkRaeRoe2vOQQ/8gsXYhlvob3d7svWMvdi7bydv1l45divsS7uPt+vZo2ZZleHyf/ZxpExvrfGcpdyEGADNrxr78fcisyezX17Esi1ePvIqk/CSeklFCUsgUmB46HQeLDpKOMmhnq85i87nN3e7MpGxDC1gBWDunddfIKdIvEkvGLIFSoRzw9Y0mI85WnUVcIN2K1ZeUCykY5TcKfm5+vN4nXhOPjMoM+peTBFjPRzpyIyedXgcPZw/IZXLSUXjD15l3wDL/NbsmmzZu6ydvJTc9IKjuWXd2Sb3LabiPZcxIf7dCX2y6iGZDM23gZEdmD58Ndyd3yc/cts6AtX5vU/1HC1gB9LYCq9PrsL9g/6DmUGbVZMFgMtAOxH0ws2YcLTnKy/zXqyUEJUBv0uNcFX9dTyluhHqHQuWicvgCVuqrNH2pbqnG0h+WYl/ePs6vfbz0OKI+jkJySTLn17Znalc1nQPLI+uxCKnvrFAr1VC5qPo9CzarJgsA7UBsTx655hGcWn1K8p218+ry4Ofm19mNneo/WsAKwN3ZHWqlutsV2Ly6PMz53xwcKx34+VXrG29awPbubNVZNOobeT3/amVt5ES3EYsfwzCIDYxFeqXjFrB+bn4YFzCOdAxeebl44cfMH3G4+DDn16YjdAaGqy78VPdWxa2C8SWj5GcTMwyDcJ/wfs+CpQWs/bE29GJZlnCSwcmrz8MInxGkY0gaLWAFolV1P0pH5aICMLhh7mkVaXBVuCLSl3Yg7k1KSQoACFLAhqnD4K30pgWsRMQFxuFs1dlBdwOXqjWz12DvHXtJx+CVi8IFo/1H87LSnlObAzcnNwz1HMr5te2Z2lVN58DyTCFTDKqLr1hMGjoJ/m7+/fqaUl0pVC4qBHoE8pSKIuG1I69hzNoxki5iXRWunXPoqYGxz5aTItTTLFjr9oHBFLCvzXwNf4n7i12fX+NCSkkKhnoORah3KO/3YhgG8Zp4OkpHIl6Y9gJenfEqZAx9pmfPYgNj8XP+z5xes83YhtTyVIz0HWkXhYKQlkcvx8ShE8GyLP13x4Pvzn6HY6XH8P7c90lHGbSPb/y431/z5uw38ffpf6ffW3bGx9UHmTWZKKgvkOwZ0l3LaWfswaLv1gSi9dJ2u4VYpbSswDa2Nw742m5Obhg7ZOyAv94RsCyL5JJkTA2eKtgPs4SgBGRUZkDfoRfkftTA+bn5Sb7RyWAs/WEpXjrwEukYvIsNiEVFcwUqmisGdZ0OcweqWqoAABXNFUguScakoZO4iOhQYgNj8afRf6IFBk8OFx/GN2e+IR2DKD6bt1FkWOfB2sM4HWrgaAErEK1Ki9q22i6zJhUyBdyd3Ae8AlveVI5nkp5Bbm0uFzHtVkljCUp1pYJsH7ZKCEqA0WzEmSrHHc8iJf849A98lf4V6RhEHC893u0OEXuTEJSA8ZrxqGmt6ffXsiyL46XH8fBPDyPo3SDcu/NeAMBw9XD8fs/v+Gj+R1zHtXu1rbVIyk8a1ANcqmdNhibJN3CyOl1xGmPWjukchdcXnV6HxZsX43AR92feKbIifSOh8dBIdpxOUn4SJn8+GYX1haSjSBotYAVibaJQqivt8rmtS7didcLqAV3394u/4+1f3x7QGzJHYj3/KkQHYqt4TTwA2shJKrZlb8Oms5tIxyBCp9fBy8WLdAzeXRtyLVLvTe33jpW1J9Yi4sMIJH6eiE9PfYrpodNxz/h7Oj8/YegEeoRjAE6UncD1G67H+erzpKPYpWZDs910F/dy8cL56vPIrs226fXZNdn4MfNHesbaDjEMg5nDZ+JA4QFJnoM9U3UGx0qP0Q7Eg0TPwArk8lmwV3eqnBM+Z8DXTa9IBwPG7juIDlZySTK8XLwE3Wod6h0KH1cfpJbRc7BSEBcYh105uxzuPB7Lsg4xRqc/LuouYvO5zXhgwgNwD0ESuAAAIABJREFUUbigrq0O4epwvDTtJdw66laHKPaFwEUPCKpnTfomuzkaoVVpoZApbJ4Fa+1APMpvFJ+xKEJWRK9AhE8E9CY9lAol6Tj9klubCx9XH6hd1aSjSBotYAXS2yzYoyVH0WpsHVAhm16ZjpG+IyU/E4tvKSUpmKydLOgqCcMwSAhKwMlyugIrBbGBsfgy/UtUNFdA46khHUcwrcZWmFmzwxRlL/zyApIKkvD7X3+/4uP1bfXYkrkF35z5BoeLDoMFi3EB4zArbBZeuPYFvDjtRUKJ7ZdaaXkDR1fJ+CFjZPB19SUdgxMKmQKh3qE2F7CZNZlQyBQIU4fxnIwiYd6IeZg3Yh7pGAOSV5+HCJ8I0jEkjxawAhnmNQwAum3k9EbKG6hsrhxQAZtWnoZEbeKg89mzurY6nKs+h+XRywW/d7wmHu/8+g7aO9ol95TQ0VjnKKdXpDtUAWs0GzEtZJrDvNFzljvjZNlJtBhaOh/8ZddkY9x/xsFgMmCk70i8ct0rWDZ2GUb4Wub0OdKKvJDoCiy/fl7Jbcdt0sLUYcivz7fptVk1WYjwiYCT3InnVBQpzYZm5NbmIk4TRzpKv+TV5WGydjLpGJJHC1iBuChcMMR9SI+jdLJrbDvXcblWYyuaDc2IDYjlIqLdOlpyFIAw81+vlhCUgA5zBzIqMzBx6ETB70/ZLiYgBioXFapbq0lHEZS30huH73KcRiexgbFgwWLJ90sQPSQab815CyN9R+L5qc/jppE3YbxmPC1YBWItYOvb6Aos1bfrw65HYYNtjW+c5c70Z66de2zvY/gx80fUPF0jmRF4LMsiLjAOU7RTSEeRPFrACqjHWbAu3gN6Au3m5Ibqv1Wjw9zBRTy7lVKSAieZEyYETRD83glBCQAsjZzoD1NxUylVqH+mnhYvdm7C0AlQyBQ4euEoRvuPBmBZYX35upcJJ3M8LgoX7Fq2q/O/A8WtlVtX4obwG3DHuDtIR+HEk5OftPm13/7pWx6TUGIwI3QGPk/7HKcrTktmFZZhGPy49EfSMeyCNB5Z2AmtqvtZsN5KSwE7kG5qDMPQLTJ9SC5JxoShE+Dq5Cr4vbVeWvi7+dNOxBLBMAxYloXJbCIdRTBHS45i1MejcKr8FOkoggjyDELuw7moeLIC/3f9/5GO4/BuHHkjhquHk45hd1iWxaYzm+yuwzPLsjCzZtIxKBGYMXwGAGnNg5Vi12SxogWsgHpagVUpVTCxpi4zYvvy94N/xxP7nuAqnl1qM7bhZNlJTNUKv30YsBRE8UHxtICViNrWWkR/Eo1PT31KOopgqlurkVWTBQaOs/Ic6h1K5IEW1dWhokN0VicP2jvaYWJNdtVdPLsmG95veWPL+S29vm5v3l5c89k1dM6mnQvyDEKUXxQOFEmngP3w9w8R/F4wdHod6SiSRwtYAWm9tNDpdV2+cVdEr8DJv56Ei8KlX9fbnr29s1U81b0TZSdgNBuJnH+1StAk4Hz1+X4/oKCE5+PqAxYsNp7ZSDqKYKx/HzlKF2JKXF448AL+eeSfpGPYnWZDMwDYzRgdwFKw6PS6PjsRn644jd8v/g4fVx+BklGkzAidgSPFR2A0GUlHsUlObQ4dW8cRWsAK6PJZsJcb6jUU8UHxUMhsP5Ks79DjfPX5zs6pVPeSi5MBAFOCyR2YTwhKgIk14XTFaWIZKNswDIPlY5cjuSQZxQ3FpOMIoknfBIAWsBQZ3kpvOkaHB00Gy59re3qj7OniCX83/z47EWfVZiHIMwgqpUqgZBQpj17zKI7cdUTQEYmDkVdnGaFDe20MHi1gBdTTLNiK5gqsS12HUl2pzdc6X30eHeYOxAVK4+A6KSkXUjDGfwzRJ7GXN3KixM86bmnT2U2EkwiDrsBSJKmVatqFmAdGkxFaLy183exjDqxVmDqszxXYzOpMRPlFCZSIIinSLxJxmjjJdCHOq8vrHM9GDY40/ovbiZ5WYIsbirF612pkVGbYfK20ijQAoCuwvTCZTfj1wq+4NvhaojmCPIMQ4B6Ak+W0gJWC4erhSByW6DDbiEO8QzB/xPx+H2EQklEau8OoAbA2MaS4FekXiZLHS3DTyJtIR+FUuE94ryuwLMsiqyYLUb60gHUU+wv24/3j75OO0SejyYiihiJEqCNIR7ELtIAVUJBnEGSMrMsK7ECGuStkCkwImoBwn3BOM9qTM1VnoNPriJ5/BSzbUhOCEpBalko0B2W7F659Ac9OfdYhul0uj16O3ct3k47Ro/XrAWdnoKyMdBKKD2qlGg3tDQ7xZ40avIWRC3FHdM9jgdo62jArbBbxn/uUcH7K/QnP/fIc9B160lF61dbRhtXxqzEtZBrpKHaBFrACUsgU0HhoOClg74y5E7//9XfJbJsgIaUkBQBE8YMsISgBmTWZnY01KHG7ceSNWB69nP75EoEmy1E+7NhBNgfFj7/G/xUn/nqCdAy7c7DwIOZ9Mw8ljSWko3DqtjG34Z8ze2765ebkhi23bcGy6GUCpqJImhE6A+0d7Theepx0lF55uXjh4xs/xpzwOaSj2AX67kxg3c2CtTYaaGxvtOkaLMvSWVI2SClJgdZLixDvENJREK+Jh5k1I70inXQUykZlTWX46PeP7H5laMWPKzDvm3mkY/TowQeBiAhg2zbSSSg+BKuCER8UTx8WcaywoRB78/ba5d9fje2Nnc3nrmaP/3+p3k0LmQYZIxP9PNgmfRM6zB2kY9gN+hNDYFovbZdmTUqFEi5yF5tXYAvqC+D/jj9254h32x9pLMsiuSRZFKuvABAfFA8AdBuxhBwsPIiH9zyMXy/8SjoKry7qLqLF0EI6Rrdqa4HCQmDRIuDAAaDRtmd8lIRc1F3EutR1qGyuJB3FrnSO0bGjLsSA5fvF+y1vbMjY0O3nn9j3BCI/iqQP+R2ISqlCvCZe9PNgXzjwAgL+L4B+b3KEtwKWYZgvGIapYhjm7GUf82EYJolhmNxLv6r5ur9YDfMahgu6C12+gU/fdxrPTH3GpmukV6Sjtq0WAR4BfES0C0UNRShrKhNNARvkGYQgzyDayElCFkYthKvCFd9kfEM6Cq+aDE2i7UD83XdAeDgQG2tp5HTkCOlEFNdyanOwetdqZNZkko5iV6wrlPY0BxYANJ4auMhdeuxEnFmTCU9nTzqmxMHMHD4TF3UXRb3CmVeXhxBVCP3e5AifK7BfAZh71ceeBfALy7IjAPxy6fcOReulRauxtcvcu0i/SJtHvaRXpEPOyDF2yFg+ItoF6/lX0h2IL5cQlEBH6UiIh7MHFkYtxObzm2EwGUjH4Y1OrxNtAXvgABAcDCxbBuTlAQsWkE5EcU3tanmOTUfpcKvJ0ARnuTOc5c6ko3BKxsgwXD28x07EWTVZdISOA/rHdf9A/iP5UMgUpKP0yDoDluIGbwUsy7JHANRd9eGFANZf+uf1ABbxdX+x6mmUzuZzm3vcEnO19Mp0jPIfBaVCyXk+e5FckgyViwpjhowhHaVTvCYe2TXZPZ7docRnRfQK1LXV4ef8n0lH4Y1YC1izGTh4EJg5E5DJLCuxlP0ZSBNDqm8+rj52Oyc+XB3e7Qpss6EZJY0ltIB1QC4KF1GvbHaYO1DYUEgLWA4JfQY2gGXZcgC49OsQge9PnNbrUgF7VSfiz9M+x0e/f2TTNdLK0+j8116cqzqHXTm7MCV4iqgagyQEJYAF2znDlxK/68OvxxD3IThTeYZ0FN4sjFyIydrJpGN0kZEB1NVZClgAqKgAliwBkpLI5qK4JZUC1syaJXV27ekpT+P4PeLuyjpQYeow5Nfnd/nvkVObAwAY5TeKRCzqkqqWKsT9Nw6nyk8Jet83kt/Awm8XCnpPW5U0lqDD3IERPiNIR7Eb4nl3fxWGYe5lGOYkwzAnq6urScfhTE8rsCoXlU0/wE1mE5ZHL8eiSIdbvO4Ty7L48LcPkfBpAkysCS9e+yLpSFeI11gaOdFtxNLhLHdG4aOFeO7a50hH4VSHuQO/FPwCAFi3YB3ujLmTcKKuDh60/DpjhuVXtRrYtw/4/ntymSjuebl4gQHT5ViN2GzL2oaIDyNQUF8g2qZnjmLJ6CV4e/bbMLGmKz7u6eyJRyY+gvGa8YSSUQCw5fwWpFek27yrkCv6Dj125ewS5cMwdyd3rJm1RpQPi6VK6AK2kmEYDQBc+rWqpxeyLLuOZdkElmUT/P39BQvItwD3AChkim5nwdryh04uk+PtOW9j8ejFfEWUpIrmCszfOB+P7H0Es4bPQsZ9GUjUJpKOdYUAjwAM8xpGC1iJcXNyAwBRN4foj4L6Akz7chrm/G8OzlWdIx2nR3fcYRmdM2yY5fcuLsD8+cD27YDJ1PvXUtIhY2Q498A5PD7pcdJRerUtaxsa2hvQbGhGxIcR2J61nXSkXj2w+wE8sPsB0jF4cW3Itbh/wv1dzjuO8B2BD+Z9gOHq4YSSUQCwLdsy82xP3h5B7ztz+EyYWTOOFIuv21+ARwCenfosIv0iSUexG0IXsDsA/PnSP/8ZgLh/AvBALpNjqOfQARewVS1VaDO28RVPknZk70D0J9E4XHQYa+evxc5lO0XboZk2cpKmVdtX4ZbvbiEdY1BYlsVX6V8h5j8xOFd9Dhtu3SCqM+JX8/cHFl61G+yWW4CqKuC4fe6MdFij/Ed1NnMSI6PJiJ05O7Fg5AIM9x6OYFUwbvvhts5dDGKUVpGGvLo80jF4YTKbcK7qHC7qLl7x8bKmMrtuuCcFDe0NOFB4AEPchyCrJgtFDUWC3XvSsElQKpSinAebX5ff5fuVGhw+x+hsAnAMQCTDMKUMw9wN4E0AcxiGyQUw59LvHY5Wpe12C7HepEd7R3uvX/v4vscxeu1oPuNJRouhBat3rsbCbxdC66VF6r2puH/C/aI+yJ+gSUBuXS4a2+lASykJdA/Entw9qG6R5nEGlmXx521/xqrtqzBeMx4Z92VgefRy0rF6lJkJvP8+UH/VrtJ58wAnJ2DrVjK5KH5sOrMJG89sJB2jR0eKj6ChvQG3RN0CTxdP7FmxB5G+kVj47UIcu3CMdLxuNemb4OHsQToGLwwmA8Z+MhZfpH1xxcdv2HADlny/hFAqCgB+yv0JHeYOvDX7LQDA3ry9gt3bReGCqcFTRVnAPrbvMczfOJ90DLvCZxfiZSzLaliWdWJZdhjLsp+zLFvLsuwslmVHXPr16i7FDkHrpe2yAvvwNQ+j9ulauMhdev3a9Ip0RA+J5jOeJJy4eAJx/43Dp6c+xTNTnsHxe45jlL/4GzckBCUAgODNDajBWR69HCbWhM3nNpOOMiAMw2Di0IlYM2sNDtx5ACHeIaQj9WrbNuDxxy2zXy/n5QXcc88f24op+/DpqU+x9sRa0jF6tDVrK1wVrpgTPgeApcPvzyt/hsZTg/kb5yOzWnwzbJsMTXY3A9bK1ckVQZ5BKGj4oxOxyWxCTm0OIn3pFk2StmZthcZDgztj7kSod6igBSwA3D7mdkwLmQaTWVznTPLq8mgDJ46JtomTPdN6aVGqK4WZNXd+zMvFCz6uPr2uHrYZ25BVk2W3rfFtYTKb8PqR1zH5i8lo62jDgT8fwJuz35TMrLv4INrISYqiA6IRPSQa35z5hnQUm+k79Hg66Wl8f87S9eihiQ/h2anPQi6TE07Wt4MHgehoYEg3ferXrgUee0z4TBR/1K5qUTdxumnkTXhj1hud5+EBINAjEPtX7seS0UsQ6h1KLlwPmg3N8HS2zwIW6DpKp6ihCAaTgY7QIai9ox17cvdgYeRCyBgZ5obPxS+Fvwi6rfvu8Xfjo/kfiernnMlsQkF9AR2hwzFawBKgVWlhMBmu2I6YX5eP5/Y/h8L6wh6/7mzVWZhZs8OO0ClqKMJ166/DiwdfxOJRi5FxXwauC72OdKx+8XPzQ4gqBKnlqaSjUP20PHo5jpUe63b+oNicrz6PSZ9Pwju/viO57zW9HkhJ+WN8TncMBqCw578qKYlRK9Wi7BxqNTdiLh6b1PWpSYh3CNYtWAdXJ1c0tDd0ORpE0njNeLtejQxThyG/Lr/z95k1llVwWsCSs79gP1qMLVgUZZmSMW/EPDQbmnG05KigOUxmE0p1pYLeszcXdBdgMBloAcsxRd8vobh2+SxYa7OhiuYKvHn0TcwYPqPHDnrW+aGOWMB+k/ENHvjpAbAsi68XfY07xt0h6rOuvaGNnKRpRfQKOMmcoHJRkY7SI5Zl8fGJj/G3pL/B09kTO27fgQWRC0jH6pfffgPa2novYG+6CaitBVKlVZtTPfBWeqO+TZwrsIeLDiPAI6DXwohlWdz63a24oLuA5FXJCPQIFDBh95JW2vfA5HB1ONY3rUd7RzuUCiWyarIA0AKWpG1Z2+Dl4oUZwy2zz2aEzoCTzAl78/Z2fkwIy7Ysw+nK08h+KFuwe/bG2kyNFrDcoiuwBHQ3C1altLwp7q25z7SQafhg7gei3K7El4b2Bizfshx3bL0D0UOicfq+01gZs1KyxStgmQebX58v2jdsVPe0Ki2enPwkfN18SUfp0YHCA3h4z8OYEToDGfdnSK54BSwNnJydgWnTen7NnDnAqVNAcbFwuSj+qJVqtHW0Qd+hJx2li/t3348Hf3qw19cwDIPXZ76O8qZyXP+/61HX5pDtPQS1ZMwS7Fy2Ewws7wVmh83G+ze8Dx9XH8LJHJPJbMKO7B24ccSNnUe6PF08MTV4quDjdCYNm4Sc2hzRrMKOHTIWG27ZgJiAGNJR7AotYAm4fAXWylvpDQC9bqOK8ovCI9c8IunirT8OFx1GzH9isPncZvxzxj9x6K5DdjHfzdrISWpbOynLOfQNGRuQXSOOJ7tWJY0lAIBZYbOwd8Ve7F6+WxSrQAOxejVQVwd4e/f8mkWWHWrY7nCD2OzTI9c8grqn60TXyyC7JhuZNZlYFLmoz9cmahOx/fbtyK7Nxvxv5qNJ3yRAwu6V6koR+VEkdmTvIJaBb1F+Ubhp5E1wUVgaX8YGxuLRSY8STuW4fr3wK6pbq3FL1JXj5uZFzMOZqjOCjpCZOdyyfedg4UHB7tmbQI9ArBi3QtSjwqSIFrAE+Ln5QalQXrEC21cBa326JdUxHv1hMBnw3P7nMGP9DDjLnfHr3b/ixWkvdhlaLlXWRk6pZbSAlZpWYytWbV+Fz9M+Jx0FgGWU1H277kPkR5GdW+huiLhB8g+53N17//yIEcCYMXScjr3wdPGE2lUtuu/b7dmWJyTWM319mRU2C5v/tBkny072uWrLp4b2BuTU5tj1TFQza8bevL3IqMwAAPxS8ItDvD8Sq61ZW+Eid8HciLlXfNz6+335+wTLMi5gHHxcfXCgSBzjdA4WHsTpitOkY9gdWsASwDAMhnkNu2IF1t3JHXJGjkZ991uI8+rysPDbhdidu1uomERk1WQh8fNEvHn0Tdwz/h6krU7DxKETScfilI+rD8LUYThZTs/BSo2vmy/mRszFprObrugiTkJqWSri18VjXeo6PDThIQz3lv7uhIMHLWdfbWnQdMstwJEjlrOwlLQV1Bfg2f3Piq5B2tasrYjXxHce+7HFwqiF+OG2H/DazNd4TNY76+qvvc6BBQAGDJZ8vwRfpH2BmtYazP7fbEl1ibcnLMtiW9Y2zA6b3WV009ghYzHUc6ig24hljAwzQmfgQOEBsCwr2H178tCeh/DK4VdIx7A7tIAl5OpZsAzDoPn55h5/6KVXpAOw3wZOLMviPyf/g/H/HY/ihmJsXboV6xass9sfwPGaeNrISaKWj12OUl0pkouTiWV4K+UtTPp8ElqMLdh/5368c/07nVvppOznn4Hk5O7H51zt7rstBWxvW40paahorsBbR99Cbm0u6SidGtobkFae1mVLpC0WRS1CsCoYJrMJX6R9IfhMyiaDpYC15zE6DMNYOhHX53fO4aUNnMjIqMxAYUNhtzsVGIbB3Ii5SMpPQoe5Q7BMTyY+iU8XfCrY/XpiZs3Ir8tHhJo2cOIaLWAJ0aq0XVruKxXKHl+fVpEGJ5kTRvuP5jua4No72rHou0W4f/f9mBYyDWfuP2Pzli2pSghKQFFDEWpb6fKR1NwceTPcndyx8cxGYhmqW6tx66hbkXFfRud5H3tw4AAwaVLfW4gBIDQUmDIFkItn3J9D+TLty87tm4OlVlrOholpFqy30huVT1XigQkPDPgaP+X+hLt33I37d98v6EoQVyuw+g491iSvEe2IozB1GArqC2gHYsK2ZW0DAwYLRnbfNHBuxFw06htxvPS4YJkStYm4Pvx64scSLuouQm/S0w7EPKAFLCFaLy3KmsqueDL77q/v4r1j73X7+vSKdIwZMkZ0TS648O6v72JH9g786/p/4acVP0HjqSEdiXcJQQnwdfVFYQMdZik17s7uWBS1CNm12YK+KWVZFjWtNQCAt2a/hW8Xf2tXTSEaG4GTJ3sfn3O1rCzg0UeBlhb+clFdXWi8gL/s+AueTnqak+vZ0sSQBJVSNag/YwsiF+D5qc/j01Of4m9JfxPs7wvrUQc/N79BXWfzuc14/sDz+Pdv/+YoGbfC1eEoqC/A+erzUCqUCFYFk47kkLZmbcWU4CmdYyGvNjtsNuSMHHvz9gqa63jpcXx/7ntB73k16widEb4jiOawR7SAJUTrpYWJNaG8ubzzYz/l/YQtmVu6vJZlWaRVpNnl9uGK5gqsSVmDW6JuweOJj0PGOMa35HWh16H6b9WdHYkpafl0wac4dNchQZ/ufpn+JUZ+OBJZNVmQy+TEnyxz7cgRwGwGZvRjXGBZGfDvfwP7hOsPQgHYdHYTACCpIAmVzZWDvp61SBTLaLHG9kZM/2o6DhcdHvS1Xpv5Gh6a8BDePfYuXjsizLnY60Kvw54VezDUa+igrmM9U/rpqU8F3f5pqzB1GNo72nGw6CAifSMd5v2DmBTWF+J05eleO3V7K72RqE0UfJzOh79/iIf3PEz0HGxuneVYBF2B5R79005It7NgXVQ9NnE6ctcRPDf1OUGyCenFAy/CYDLg7Tlvk44iKBkjs7sCxJG4OrkCgGBv6vLq8vDInkcQExiDET72+STX1RWYO9eyhdhW06YBajWwbRt/uaiuNp7ZCK2XFmbWjM3nNg/6ekqFEi5yF+j0Og7SDd7u3N04UnwETnKnQV+LYRh8MO8D3BlzJ9akrEFxgzSGF1c2V2J/wX7EBsaiVFeKPbnCFh+2WDxqMdJXp+OrRV/h4/kfk47jkGzt1D0vYh5OlZ/i5IGXrWaGzkRlSyUyazIFu+fVloxegsN3HcZQz8E9TKK6ogUsIT3Ngu1uCxXDMIj0i8RI35GC5RNCekU6vkj7Ag9PfJg+naIk5+vTXyPo3SDe33QbTUbc8eMdcJI74etFX0Mus89Dn7NnA3v2AMqeWwF0oVAACxYAO3cCRiN/2ag/nKs6h9OVp/G3yX9DTEAMZ51fG55twJrZazi51mBty9qGAPcATBrWj6cpvZAxMnx+8+c4fs9xhHiHcHLN3rx+5HWEfRA2qGtsPrcZJtaELxd+CY2HBv9N/S9H6bgT4BGAmMAYxAbGYkrwFNJxHNLWrK2IHhKNcJ/wXl9nHafzc/7PQsQC8Mc82AOF5MbpqF3VmBYyzW5/bpNEC1hCuluB7amA3Zu3F/89+V9RtAPnCsuyeGLfE/Bx9cFL018iHYei+i3CJwLVrdXYlsXv8t9rR17Dbxd/w39u/E+/xnlISVsb0DDA44+33GL52iNHuM1EdW/jmY2QM3LcNuY2LI9ejt8u/ob8uvxBX7e3JoZCau9ox568PVgYuZDTLakKmQLjAsYBAD479dn/s3ffYU1dbxzAvyHsPURwIENQUcBFnRW3gtaBoypoHbVil7U/tcvaonbaWrXa1tHWOsBVBffAgXvhDChTRRmykZ2Q5Pz+OAVkSSA3uQHO53l8VHJzziH3JrnvPee+r0rvzUsrTFM6IVZwZDA8bDzQzbYb3u7+No7FHdPI2eOV51fCb79feX4ARn0yCjNw6eklhTJ1d7PthpZGLdW6jNjRwhEO5g68BrCbb23GpaeXeOu/KWMBLE/M9MxgrGtcaQbW0sAS2lra1ZYlbr27FT9e/rFJLTk9FHMI556cw/JBy8sTeDBMY9K3bV84mDuotPYgIQRPXjzBDI8ZmOI2RWX98O3oUcDKCrjXgFrvI0YAdnZAamrd2zLKIYQgODIYw5yGwcbYBtPcpgEAJxm5111bh1WX+b+V5MyjMyiQFMDXtf7lcxQhk8uw7d42+B/wV9my3HxJvlIldBKyE3At6Rr83f0BAHN7zAVAA29N81X4V9gVuQsp+Sl8D6XZORx7GHIiV6hqhJZAC97O3jiVcEqtZaWGOAzBrdRbvEwAyYkcC08sRMjDELX33RywAJYnAoGgWi3YL72+RM6nOdDW0q607Z3UppXASSKTYEnYEri2cEWAZwDfw2EaKUKAY8eAkhJ++hcIBPBz88PpR6dVdl+PQCDAtvHb8NfYv1TSvqY4exYwNAQ6N6BKmKEhkJgITJ/O/biYyq4mXcWT3Cfwc/cDQFcSedl7IUgUpPQJ4smEk9j3gN+MoQC9v320y2gMdqhHNrF6EGoJcWTaEbi1dMOEvRNUUk86X5wPE72GB7BlSbqmuk0FANib22OUyyj8decvlMo0c61+U80NoMlCo0Nhb2av8Pmpd3tvZBVnISIlQsUjq7Bq+CrEfxjPywRQan4qiqXF7BY5FWEBLI9qqgVbVb44H/HZ8ehu211No1K932/+jrjsOKwesbpasM4wijp1Chg9Gvicx9xm/h7+kBM59kTt4bztby58g4cZNPkEF8lkNNnZszQhk04Df02BgF7QEIu5HRdTWdD9IOhr61daMujv7o+YrBjceX5HqbbbmrZFTGYMXpTUnMhQXYY4DsERvyPQ09ZTWR9m+mY4Of0k2pm1g98BPxQHYqzwAAAgAElEQVSVFnHafr4kv8E1YAkhCBIFwcveq1JZmoCeAUgtSMXh2MNcDZMTU7pMgQCC8sR6jHoUSApwKuEUxncar3BwOKL9CAggUGs5HStDK96+P8tK6LAAVjVYAMujqjOw957fw5R/pyAuK678Z6J0EQhIk5mBzSrKwvLzyzGi/Yjym/oZpiG2bKF/9+3L3xg6W3fGj8N+xFDHoZy2uy9qH5adW4bdkbs5bVcTpaQAMTH1q/9alUQCdOoErFjB3biYykplpdj7YC/GdhxbaXZvUudJ0NHSUXoZ8XzP+ciX5OP3m78rO9QGe17wXG33UlobWWPLmC1IzktGWEIYp217tfPCKOdRDXru3ed3EZ0ZDT83v0o/H+UyCnamdhqXzGnXxF2QfqV5JX6aupPxJyGWiRW6/7WMlaEVerXphRMJ6q0Hu/rKaiw8sVCtfQIsgFU1FsDyyM7UDmkFaZDIJABoEfe9UXuRlJdUvk1sViwANJkAdvn55cgT52H1iNVN6p5eRr1SU4GDB4HFi4E33+R3LJ/0/wRdWnbhrL2kvCQEHAlArza98KXXl5y1q6nOnaN/16f+a1W6ukDbtqycjiqFPQpDZlFm+X2RZSwNLOHj4oNdkbuUuretR6seGNF+BNZeX4vi0mJlh9sgP13+CfZr7dXWv5e9F2I/jMW4TuM4bXep11J8PejrBj03SBQEHS0dTOo8qdLPhVpCzO0xF6cSTnGStIsrAoGA1X/lQUh0CKwMrOqd/dnH2QfXk64jqyhLRSOrLiEngZfl7/HZ8dDR0qm0koHhDnvX86itaVsQkPLkA2b6ZgBQKRPxrG6zkPNpDtqatuVljFyKzozG7zd/x7we8+DW0o3v4TCN2N9/A1IpMG8ekJUFhPCcI+Hs47M4HKP80jo5kWNm6ExIZBLs9N3Z5JcOA8DrrwMbNgBduyrXzvjxwIMHQGwsN+NiKgsWBcNC36LGlTN+bn5IyU/BhUTlUkF/8foXGNBuQI3Z+FWNEILQmFAMchik1uWoZbMzdd1OpA4yuQy7InfB29kbVoZW1R5/u/vbEAqE2HJ7Cw+jYzRFqawUR2KPYGzHsfW+Dczb2RsEBGGPuF118CpDHIegQFKg1ntvAWDlkJVIWJDASuioCAtgeVS1lE5ZNt6qX97m+uZNYrZy8anFMNI1worBbJ0fo5y33qJBrIsLsHo1MGkSkJRU9/NUZfn55VgStkTpRDZb72zF2cdnsdZ7LVysmkdSEnt74P33AaGS3/Hj/0uEyWZhuVcoKURodCgmd54MXaFutcfHdBwDY11jpTNyD3QYiH/f/BetTFop1U5DiNJFeJTzCOM71p1RlWt7o/bCcZ0jbqfe5qS9tr+0xeJTi+v9vAuJF5CSn1Jtlr1MG9M2GNNxDP6+83f5yjGm+Ql/Eo4X4hcKZR+uyrO1J6wMrNRaTmeQwyAA6q8Hq62l3WRL32kCFsDyyM70vwA2r+YAtlRWigl7JuBk/El+BsihsIQwHI07ii8HfAlrI2u+h8M0cnZ2wOzZ9N9z59IEPn/yWOGBq0Q2/h7++Hvs33i7+9scjUyzpaYCQUHACw7y9tjZAT178j8b3xQdijmEwtJC+HvUHNgY6hjCt5Mv/n3wL8RS5TNpRWdG48qzK0q3Ux+h0aEQQICxHceqtV+AJrexMLDAolOLOCn3kVmUCaGg/leEgkXBMNY1xpiOY2rdZn7P+cgoymClQZqx0OhQGOoYYrjT8Ho/V6glxIj2I3Ay/iTkRK6C0VXXwrAFutp0xbkn59TSH0BXdCw4vgDnHquvz+aGBbA8qjoDa6pnilbGrcqXZMRkxSAkOgQZRRm8jZELMrkMi04tgqO5Ixb0XsD3cJhGbuVK4MRLOSCcnGgt0D//pMuK+VCWyCbofsNmoIpLi5EnzoO+tj5md5/dJFZcKOL4cVr+JjmZm/a++gpYsoSbtpgKQaIg2Jna4fV2r9e6jb+7P16IX+BY3DGl+iKE4M19byLgSIDaTnABek9fP7t+sDG2UVufZcz1zbF80HKEPwnHwZiDSrVVKiuFWCaudxkdsVSMfx/+C99OvjDUMax1u+Hth8PR3BEbb21UapxM4yQncoTGhMLb2bvBS+29nb2RVpiGe88bUPi7gSa4TkAb0zZqqwebVpiG9TfWIyojSi39NUcsgOWRsa4xzPXNy2dgtQRaSFmUgg97fwiAZgMEGn8Cp7/u/AVRugirhq9SaWkCpulLSgICA4ELVW61mz+fBkHHlDt3brCyRDa7o3Y3KJHNJ2GfoPum7iiQFKhgdJrr7FnAxgZwdeWmvbFjgQkTuGmLoTKLMnEy4SSmuU17ZbKcoU5D0dKoJYIjlctGLBAIsKTfEkSmR+Jo7FGl2qqP/W/uxzrvdWrrr6p5Peehs3VnLAlbotTy3HxJPgDUu4zO8fjjyC3JLa/xWxstgRbe6fEOwp+EIyYzpsHjZBqniJQIpOSnKLXUfmT7kQCg1mXEXw38CtvGb1PbxeGyDMSsPrHqsACWZ1VL6bzs7vO70BPqoVOLTmoeFXfyxHlYdm4ZBrQbgImuE/keDtPI/fknXS78zjuVf/7GG0CbNsCNG/yMC6AzUDK5DI9zH9frecfjjmPDzQ0Y22Fsg2s3NkaE0AB28GBax5UrcXFAsHIxFPOSfVH7IJVL6wxstLW0MaXLFByOOax0LdepblNhb2aP7y99r7YZEycLJ/Rs3VMtfdVEW0sbq0esRnJeMm6l3GpwO2UXwUx06zcDGyQKgrWhNYY5Datz2znd50BbSxubb21u0BiZxis0OhRCgRBvdHijwW3YGNugR6seaq0HW6ZQUqiWfsrKYbISOqrDAlie2ZnZVco++NHxj7D0zFIAwJ3nd+Bu417vLG+a5LuL3yG9MB2/jPyl2SyLZFRDKqUB7MiRgKNj5ce0tYGHD4FvvuFnbADg28kXSf9LqtcXVnphOmYfnA23lm74ftj3Khyd5omJoffAKlP/tSabNwOzZnFzXy0DBEcGo4t1F3jYeNS5rZ+7H8QyMUKilbs/Ukeog8X9FuNq0lVcfHpRqbYU8fW5r5Ve+swFb2dvJC5MRF+7hhe31tfWx3ue79Ur03+eOA+HYw5jSpcpCp1v2BjbwLeTL/659w9KpCUNHivT+IREh2CQwyBYGFgo1Y53e29ceXZFrRnHJ+6diJE7R6qlr/jseGhracPe3F4t/TVHLIDlWdUZ2Ltpd3H52WUANDFGf7v61djSJI9zHmPNtTV4q+tb8GztyfdwmEbu2DG6TDggoObHTf6bcCjmp4QkdIQ60NbShpzIFVpGTAjB3ENzkVOSg6AJQdDX1lfDKDXHtWv0b64DWF9foLSUv+XkTUlibiIuPb0EP3c/hS5A9m7TG04WTkpnIwboLJ+9mT0eZjxUuq1XySzKxDcXv8G1pGsq7UdR1kbWIIRAlCZq0PNbGrXEb6N/Q++2vRV+zoGHByCWiWtN0lWT+Z7zkV2cjX8f/NuQYTKNUHRmNKIzo+HbyVfptnxcfCAjMpx5dIaDkSmmg2UHXE++rpZZ2JySHDhZODXqCShNxwJYntmZ2iGzKLO8cLqZnhleiOnUweFph7HWey2fw1PKZ2c+g1AgxHdDvuN7KEwTIJUCXl50uXBtfvgB6NCBBjB8iM+Oh8NaBxyKOVTntgWSAuSJ8/DD0B8Umt1qambNAhITaRIuLvXpQ++rZeV0lLcrchcAYJrbNIW2FwgE8HPzw9nHZ5Gan6pU34Y6hoj7MA4BnrVcseLI4ZjDkBN5g0qCqMq66+vQfVP3BgXvUrkUUnn9stkFi4LhZOGE3m0UD3oHOwyGi6ULNkawZE7NRWg0/VAd12mc0m31adsHZnpmal1GPMRxCKRyKS49vaTyvn4f/Tui3mMJnFSJBbA8K8tEnJRHi1ia65vzUsSda5efXsbeqL34pP8naGPahu/hME3AhAnA+fN0uXBt3N1poqdDdcePKuFg7gCxTKzQDJSJngnOvHUGH/X5SA0j00zt2nF7/ysAaGkB48bRGdgStrpRKUGiIPSz6wdHC8e6N/6Pn7sf5ESOPVF7lO5fR6gDQohKZ2FDY0LRzqwdutt2V1kf9eXv7g9jXWMsDqt/LdfDMYehs1JH4Qyvzwue48zjM/BzU2yWvYxAIEBAzwBcfnYZkemR9R4n0/iERofitdavoa1pW6Xb0tbSxvD2w3E8/rja7nPv364/dLR01FYPls2+qhYLYHlWUy3Y3JJcrLq8Cr3/7F3vK6maQE7k+Pjkx2ht0hpL+rGaFozy7t1TLBjx9qZB0UaeJgW0tbQxtctUHIk9UmsiG4lMgo9PfIzU/FQItYSvzOzaVEVFAVOmALGxqml//HhALKbHDdMwojQRItMj4e+u+LJSAHC1dkV32+4IFnGTSeu3m7/B7Q+38qyeXCqUFOJUwimM7zheo3I0WBtZ40uvL3Es7hhOJZyq13PLkjgpmhBuT+QeyIm8ziRdNZnZbSZ0hbrYFLGp3s9lGpfkvGRcT77O6UoF7/beSM5PVlupGUMdQ/Rp20fl9WAzizIxZtcYXEi8UPfGTIM1vzMnDVO1FqyThRPaW7TH1aSryCnOaZRXcIJFwbiZchPfD/0eRrpGfA+HaeRKS2nipjlz6t5WKATmzgVOnwbiuT/fVUhZIpsDDw/U+HhgeCDWXl+L68nX1TwyzXHqFLB3L2BYe7lJpQwbBmRkAL0VXxHJVBEkCoJQIMTkzpPr/Vx/d3/cTLlZnolTGWU1ln+6/JPSbVWV+CIRThZO8HVV/p4+rn3Y60M4WThh0alF9bqQXd8yOkGiIHS37Q5X6/rXsmph2AKTO0/Gjvs71JbdleFH2W0xXNz/Wmak83/ldOLUV05nUd9F+LjPxyrtIzYrFkdijzS7snjqxgJYnpUtxSibgV3YZyEi5kXg3vN76N5Kc5Y0KaqotAifn/kcnq09Md1jOt/DYZqAgweBtDRguoKH09tv00B2M08VHnq16YX2Fu1rXEZ8IfECfrj0A97u/rZG3XOnbmfPAi4uQFvlV6LVSEcHMDNTTdvNgZzIESwKxkjnkbA2sq7386e6TYUAAk5mYW2NbTG722z8c+8fpOSnKN3eyzpbd0bUe1EYaD+Q03a5oKeth1XDViG7OBuPch4p/Lx8MQ1gTfTqLqMTlxWHmyk3GzT7WiagZwBeiF9wsmSc0Vwh0SHoYNWB07KObU3bwr2lO04kqO8+2HGdxmGau2L39DdU2WoRVkJHtVgAyzN9bX1YG1pXKqWTW5KLx7mP0c2mG48ja5jVV1YjKS8Jv4z4pVkujWS4t3EjXRY8UsHs961bAzt3AgsWqHZctREIBFg1fBUW96t8/1puSS5mhMxAe8v2jTo5m7KkUnovM9fZh6uKiQH69weuXFFtP03R5aeX8SzvGfzcGhbYtDFtg0EOgxAkCuLk/rbF/RZDKpdi7TXu3jcyuQxiqRgANGr58MsmuE5A3Idx6GDVQeHnFEgKoCXQgoG2QZ3bBouCIYAAU92mNniMr7d7HZ2tO2PTLbaMuKnKLcnFuSfn4NvJl/P3irezNy4mXiy/8KIO0ZnRuJiouvJc8dnx0BJowcHcQWV9MCyA1Qh2ZhWldC4mXoTFj7S+VmObgU3JT8EPl3/ARNeJGGA/gO/hME1AfDxw5gwwbx6dVVXU1Kmqm91TxATXCfB29q70s6/OfYXkvGQETQhSeHlfU3TrFpCfr/oAtlUr4OZN4EDNK7mZVwgSBcFQx1CpbKN+7n6Iy47DrdRbSo+nvWV7TOkyBfsf7leoRJUiwp+Eo+XPLRGREsFJe6ogEAhgqGMIiUyi8An36+1ex2f9P6sz0CCEIDgyGAMdBiqVlKcsmdON5Bu4k3qnwe0wmuto7FFI5VKVrBrycfZBqbxU5felvmzB8QV4/9j7Kms/PjseDuYO0BXqqqwPhgWwGuHlWrASmQQAreWmSVkRFbH07FJI5VKsGr6K76EwTcSBAzTrsCL3v1YVFgZ88gn3Y1JUbFYs1l9fX/7/wEGB2Dd5H3q16cXfoDRAfj7g4QEMGqTafkxNgaFDaTkdNSW5bBIkMgn2PdiHcR3HKXWhZaLrROgKdRF0X/masACwZuQaiN4VQahVjytZrxASHYJSWSk6W3fmpD1V+vLslxi2Y5hCS4lHOo/Et0O/rXO7W6m3EJsVW+8kXTWZ4TED+tr6bBa2iQqNCUUr41Yq+e7q364/jHSM1FpOZ7DDYIjSRUgvTFdJ+0Y6RvUqScU0DAtgNYCdqV35EmIzfXrj1p9j/oSNsQ2fw6qX26m3se3uNnzU+yM4WXBc2JFptpYsASIj6Wxafd2+Dfz0E/BQdRU4XulwzGEsOLEAl59ehkQmgaWBpUYmi1G3YcNoduCWLVXfl68vkJBAjyFGMSfjTyK7OFvpwMbCwAKjXEZhd9RuTmZNbYxtYKhjCJlcVn6ht6EIIQiNDoW3szcMdVSUSYxDC/sshLaWNj49/Wmd22YXZyu0HDNYFAxdoS4muk5UenwWBhaY6jYVQaIgtS4FZVSvuLQYx+OOY1zHcSq5LUxXqIuhTkPVWk5niCNd/hP+JFwl7W8ZuwXBE7nJws7UjgWwGsDOzA4vxC+QL86Hub45ADSqWrCEEPzv5P/QwrAFlg5YyvdwmCaCEFojtGPHhj1/9myazIevZE5liWyGbh8KnyAftX05azKZjGaVVpexY+kxFBqqvj4bu+DIYFgZWGFE+xFKt+Xv7o/nBc85Wx6YVZSFTr91UrpsS0RKBJLzkxtNIrXWJq3xaf9P8e+Df3Hp6aVXbut/wB9Dtr96fb5MLsPuyN0Y5TIKFgYWnIwxoGcACiQFnJVPYjTDmcdnUFhaqNL3io+zD57kPkFslorqqlXRs3VPmOiaqK0eLKMaLIDVAC/XgjXTozOwq640nmW4odGhOJ94HisGryifQWbUq6iIJsdpSsaOBVaubPjzW7YEJkwA/vkHKC7mbFgKK0tkI5aJMbPrTI1NFKNOly8DlpbA1auKP+d43HF4bfVqUB1QW1uazMu1/hVCmqV8cT4ORh/Em13ehI5QR+n2RruMhomuCWdBjZWhFWyNbfHz1Z9RKmv4lZDQ6FAIBUK80eENTsalDov6LkIbkzb4+OTHkBN5rdsVSApgovvqDMThT8KRWpDa4CRdNendpje62nTFplub2MW6JiQ0OhSmeqYY7DhYZX2U5Ys4Hq+ecjraWtoY6DAQSXlJnLd9K+UWum3sptH31jcVLIDVAC/XgrU2ssbqEatxeNphnkelGLFUjCVhS9DFugvm9pjL93Carfnz6f1+Mm7ym/Du4UPgyBFAV8kcCAEBQG4usG8fN+Oqrx+H/Yg1I9dghscMfgagYc6epRdbFA0oU/JTMCNkBi4+vYhh24c16IRj7Vpg0qR6P61ZOhhzEMXSYqXKqrzMQMcAEztPxP6H+1EiLeGkzc/6f4anL54qFRRP6jwJG0ZtgKWBJSdjUgcjXSN8P/R7yIkcGYUZtW6XL86vs4ROkCgIJromnAbwZcmc7jy/g5spNzlrl+GPTC7DoZhDGO0yWqUJiRzMHdCpRSe13gf7+euf44/RfwCgF324uugSnRmNe2n3mnWiRnVhAawGeHkGFgD+1/d/jSb99oYbG5CQk4DVI1ZDW0ub7+E0S7t3Azt20Kyu58/T+/7UuUxTFTZvpst/Z89Wrp1Bg4BRo5QPhBvqtTavYWGfhWz29T9nzwI9egDm5nVvKydyzD44G0WlRdjpuxPZxdkYvmN4gxJvZGYCDx40YMDNTJAoCPZm9uhn14+zNv3c/JAnzsPR2KOctDfKZRQ8bDzw4+UfXzkT+SrdW3XHfM/5nIxHnfw9/HHznZuvzI9RICl45clzibQE+x/uxwTXCTDQqbvUTn3HZ6RjpPQSb0YzXHl2BRlFGfDtpPrcDd7tvXE+8TyKS9WzXKqfXT/YmdlBTuSYuHcixu0ex0lSp7jsOAgggKO5IwejZF6FBbAaoLVJawggqFQLtjHIKMzAygsr4ePsg5HOChbpZDj19Cmdfe3bF1i6FMjOpvf7rVjB98garriYLvudMEH5RD8CAXD0KC2rw/CrqAi4dk3x8jnrr6/HqYRTWD1iNfw9/HHE7wie5D7ByJ0j650jYOhQ4H3VVU1oEtIL0xGWEIZpbtM4TdYyxHEIbIxsECTiJhuxQCDAZ/0/w8PMhw2asTn96DTOPDrDyVjUTUugBS2BFrKKsmr93fMl+a9cQnw09ijyxHmcZB+uylTPFH7uftgVuatR5fFgahYSHQI9oV61knCq4O3sjRJpicoSK73KKOdROJVwCu5/uONY3DGl2orPjkc7s3bQ09bjaHRMbVgAqwF0hDpoZdKqfAa2sQgMD0SBpACrR6zmeyjNkkwGvPUW/XvnTlpuZtIkYNYs4LvvgEuvzvWhsfbto8t+53M4QVJcDNy4wV17TP1dvkxXBigSwIrSRPj09Kd4o8Mb5TNlXvZeCJkSgqj0KIwOHo1CSaHCfY8ZA1y4AGRlNXT0Td/eqL2QERn8PbgNbIRaQkx1m4qjcUc5C2omd5mM0CmhGNm+/hdOl51bplA2X022OGwxJu6diOS85GqPLR2wFBNcJ9T63ODIYNgY2ajsnsaAngEolhZj5/2dKmmfUY+yTN3DnIbVuSSdCwMdBsJA20Cty4gBelHooz4f0ZUNRjYYHTwaHxz7oMEzwfHZ8XC2dOZ4lExNWACrIV6uBdsYPMh4gE23NmG+53y4WrMMKXxITQWSk4H16wGnlyoX/for4OAAzJgBvHjB2/Aa7LXXgC+/BAYO5K7Njz4Chg8HChWPeRiOOTrS/dq//6u3K5GWwP+AP8z0zfDX2L8qLb/2dvZG8MRgXEu6Bt89vhBLxQr17esLyOXA4caRWoAXwaJguLd0h1tLN87b9nf3h0Qmwf4H+zlpT1tLG+M6jat3TdjU/FR67KhhSaQqfeX1FaRyKb44+0W1xxb0XlBrBuncklwciT2CqW5TVXbLT8/WPeHZ2hMbIzayZE6N2P20+3ic+1htmbr1tfUxyGGQ2hI5VeVu444b79zAwt4LcSjmUIPv2e9m2w3DnIZxPDqmJiyA1RB2ZnaNagnx4lOLYaxrjMBBgXwPpdlq2xa4fx+YObPyz01MgKAg4Nkz4M8/+RmbMlxdafZhLm8bfestIC+P3i/M8MPZme5X4zpyW3xx5guI0kXYOm4rWhpVX0M+qfMk/DnmT4Q9CsO0/dMgldedfrtHD8DOjpXTqc2jnEe4mnRVJctKAcCztSecLZ0RHMltiZUNNzbAb7/iCacOxhwEgEZTPqc2jhaOWNh7Ibbf214p26lULkVsViwKJAU1Pu/AwwOQyCScJemqzfye8xGVEYUrz66otB9GdUKjQyGAAGM7jlVbnz7OPojLjkNCdoLa+nyZvrY+1nivQeR7kbAwsIBEJsHWO1vrda/9xjc24rPXP1PhKJkyLIDVEGUzsI3hiuW2u9twPP44lnktQwvDFnwPp9kpKgKWL6d/GxjUHOj16UNLlfzvf+ofnzK2b69fiRVF9e8PdOkCbGK5RXiRnw+EhdVdzigsIQxrrq3Be57vYZTLqFq3m919NtaOXIuQ6BDMOTinzhMMgQAYPx44dYqfkkqabpdoFwBau1gVBAIB/N39ce7xuRqXvTZUUWkRdkXuwq2UWwptHxodChdLF3S27szZGPiy1GsprA2t8fHJj8vPG54XPEfHDR3L92dVQaIgOFs647XWr6l0bFPdpsJUzxSbbrEP3JT8FAQcDuDl3k5lhESHoH+7/jVeRFSVsnttTyacVFufNTHVMwVAb6uYc2gOhm0fptAEU2M4f29KWACrIexM7VBUWoSckhy+h1KrfHE+Zh+cjVkHZ6GfXT980OsDvofULC1eDAQGAhF1lBl77TV64v70KZDEfbkzzhUUAB98APzxB/dtCwS0pM7Nm8Dt29y3z7xaeDgwYgRw/Xrt22QVZWHWwVlwbeGKn0b8VGebH/X5CCsGrcCO+zuw4PiCOk8eFi0CoqLoRR+mAiEEQaIgDGg3APbm9irrx8/dDwQEe6L2cNbmfM/5MNMzww+Xf6hzW4lMAlG6COM7jW8SWcFN9UyxcvBKtDRqicJSem9EvjgfAGq8ZzElPwXnHp+Dn5ufyn9/I10jTHefjr1Re5FV1HxvPA95GAKPPzyw+fZmjA4e3WhmpB/nPMa9tHtqX2rvYuWC9hbteVtGXJW/uz/+GvsXbiTfgMdGD+yN2vvK7XdH7obVKis8ynmkphE2byyA1RAv14LVRFefXUW3Td2w/d52LPNahvCZ4SzLGg+OHKEB3qJFgJdX3dtLJMDrrwPTp2t+jdjdu+lMXUCAatqfMYMGL4cOqaZ9pnZnzwL6+nRlQE0IIZh3ZB4yCjMQPDEYhjqGCrX7pdeXWNx3MX67+RuWnl36ym3t7el9uExl99Lu4WHmQ5UtHy7TwaoDPFt7cpaNGKBB3PuvvY/9D/YjJjPmldvqCnXxdOFTLPNaxln/fJvXcx72v7m/vGxOvoQGsDWV0dkduRsEROXLh8sEeAZALBNj+73taulPkxRICjD30FxM2DsB9ub2CJ8ZjtYmrTEqaBTuPr/L9/DqFBpN77XgY6m9t7M3zj4+q3B+A1USCASY030O7s6/i45WHTHl3ykIDA+sdfv47HhkF2ejlXEr9Q2yGWMBrIYoqwWblKdZU2VSuRSB4YEYsHUA5ESOC7MuYMXgFdAR6vA9tGYnLQ2YMwfo2hX49lvFnqOrS0vqnD8P/PyzasenrI0bATc3oB93JSgrMTenM3Bff62a9pnanTtHl3Hr69f8+Na7W3Hg4QF8O+RbdLPtpnC7AoEAq4avwrwe8/D9pe/x46UfX7n95cv0Yk5jr5PMpaD7QdDW0sakzpNU3pefmx9up95GdGY0Z21+1Ocj6GnrYcGbGrYAACAASURBVNXlVXVuK9QSqiWjqrqUzaTGZMYgNDq0/N7XmsroBIuC0bNVT3Rs0VEtY/Ow8UDftn2x6damZrW08kbyDXTf1B1/3/kbn/X/DFffvoqBDgNxesZpmOqZYsSOEXVebOFbaEwoPGw84GThVPfGHPN29kZRaREuPr2o9r5r42zpjIuzL+LrgV+Xz0rXdEzH58SjrWlbzusrMzVjAayGaGvaFgA0KhNxQnYCBmwdgOXnl8Pfwx/35t9D/3Z1pBBlVObDD+kMZVAQoFePye+ZM2l5nWXLNHf57K1b9E9AALfJm6pydKTtN6PzKd5lZgL37tVePic+Ox4Lji/AYIfBWNRvUb3bFwgE+H3075jqNhWfnfkMv9/8vdZtMzLo++fChXp30yTJiRy7InfBx9kHVoZWKu9vqttUCCBAsIi7ZE4tjVriV+9f8XaPt2vdpkRaAo8/PLAvah9n/WqST09/ipmhM8uXLlYN0mMyY3Ar9ZbKZ9mrmu85HzFZMTifeF6t/fJBKpdi5fmV6PdXP4ilYpybeQ7fD/seukJdAIC9uT1Ov3UaAoEAw3YMQ2JuIs8jrllGYQYuPb2E8R35SXQ22GEwdIW6ai+nUxcdoQ4CBwWiq21XAEDAkQB8de4rlMoqrobGZ8fDxdKFryE2OyyA1RC2xrbQ1tLWiCXEhBBsvbMV3TZ1Q3RmNPZM2oNt47eV39jO8OPbb2mSoy5d6vc8gYAmL2rZEvDzo8mfNM3jx0C7dnSZr6r9+CNdfs2CWPU4/9+56+Aayk6Wykox/cB06Ah1sG38NmgJGvaVJNQSYvv47RjTYQzeP/Z+rTUoR4ygy8hDQhrUTZNzIfECkvOT1bastJVJKwxxHIJgUTCns3Lv9HwH/exqX7px5tEZiNJFTWr29WU/DPsBhZJC7H+4H7+N+g0O5g6VHg8WBUMAAaa4TVHruCZ3ngwLfQtsjNio1n7V7XHOYwz6ZxC+Cv8Kb3Z5E/ffvY+BDtXrwHWw6oBT00+hQFKAoduHIjU/lYfRvtrh2MOQEzl8XfkpNWWkawQvey+NuQ+2JlK5FBKZBCsvrMTrW19HfHY8ACAuK47VgFUjFsBqCKGWEK1NWvM+A5tVlIXJ+yZjzqE58Gztifvz7+PNLm/yOqbmLjeXBlsuLsDkyQ1rw9KSBr99+9J6mJpm0iQaxJqZqb4vMzPg0qVXJxRiuDN+PE2e5elZ/bFvLnyD68nXsemNTeV5ABpKR6iDvZP3YrDDYMwKnVV+H9fLDA1pEBsayi5gADSwMdIxUmupDH93fyTkJOBG8g1O203KS8KHxz6sMWlQSHQITHRNMNihhqsoTUCnFp3wrue7OJVwCgPtB8LSwLL8sbIkXUMch6C1SWu1jstAxwAzu87EgYcHkF6Yrta+1YEQgu33tqPrxq4QpYuw03cngicGw1zfvNbndLXtimN+x/C84DlG7ByB7OJsNY64biHRIbA3s0dXm668jcHH2QcPMh7g6YunvI3hVbS1tPHP+H+wd9JexGbFotvGbthyawtmdp0JH2cfvofXbLAAVoOUldLhy+lHp+Gx0QOHYg5h1bBVOPPWGaVPKhnlSCR06eX8+cq3NWQIsHVr3XU41S0lhQbVWmr6NPL3p68BK6mjHkIhDV51qtw2f+XZFXxz8Ru81fUtzi6S6Wvr4+DUg/Bs7Ykp/07B6Uenq23j6wskJ9PMyM2ZWCrGvgf74Ovqq3DSLC5McJ0APaEep8uIAeBFyQtsuLkB62+sr/RzmVyGQzGHMLrD6CadeDBwUCDkRI4JeydUKit1M+UmEnIS1DbLXtW8nvNQKi/F1jtbeelfVXKKczB1/1TMDJ2JbrbdcG/+Pfh7KLZEu69dXxycehCxWbHwCfIpzx7NtwJJAcISwnjP1F1eTiee33I6dZncZTLuz7+PXm16YXHYYizut5izmWuJTIIvznyBO6l3OGmvKWIBrAaxM7PjZQlxibQE/zv5PwzfMRxmema4Pvc6lvRf0uDlfAx3li0D7twBRo/mrs0HD4Bhw2hSKL4RAowaBUycqL4+TUzoUuo9e4Acza1a1SSkptLSSLGxlX+eJ87D9APTYW9mj/U+62t+cgOZ6JngmP8xdLTqiHG7x1UrXTFmDODgALRW72SUxjkRfwK5Jblqvy/STN8Mb3R4A7ujdkMql3LWbpeWXTC241isv7G+PJkRQC+UZBRl8HZPn7pYGVphzcg11RI4Bd0Pgp5QDxNd1fgh+xJXa1cMtB+Izbc311mvubE49/gcPDZ6lCeeOzfzXLVl23UZ6jQU+ybvw62UWxi7eyyKS/kvUH0y/iTEMrHay+dU5drCFXamdhq9jLiMnZkdTr91GlffvgobYxtO2ozOjEbfv/ri+0vf42jcUU7abIpYhKJB7EztkJSXpNaMfZHpkei1pRfWXFuD9197HxHzItC9VXe19c/ULjwc+OknYN48YCyHK/wIodlY58zhfxnl9es0wY+3t3r7nT8fKC4GduxQb7/NzZkzwG+/AYWFlX++4PgCJL5IxA7fHSq5t97SwBKnZpxCG5M21UpXWFoCMTFAx470+P/lF5poqrkJEgXB2tAaw5yGqb1vP3c/pBem4+zjs5y2+/nrnyO7OBtbbm0p/5mZvhld2ufS9Jf2LeyzEBHzIsovPkvlUuyJ2oPRHUbDTF8N92fUIqBnAB7lPMKZR2d4GwMXxFIxPgn7BEO3D4WhjiGuvn0VXwz4AkItYYPaG9txLLb7bsf5J+cxed9kSGQSjkdcPyHRIbAysOI9WadAIICPsw9OPzpdKUmSptISaKGzdWel2yGE4I+bf6DHph5IzE1EyJQQfOn1JQcjbJpYAKtB7EztIJaJkVGUofK+5ESOddfWwXOzJ9IK03Bk2hFsGLVBrUvJmNrl5NCERi4u9ASbS126AKtWAceO0ZqyfNq0iS7n9VPz6rbu3YHvv6cz0YzqnDsHWFjQ0k9l9kXtw7Z727B0wFKVnijZGtvi9Fs1l67QpYlBER0NfP454O4OnNTs1WqcyhPn4XDsYUzpMgXaWtpq73+UyyiY6ZlxWhMWAPq07YOB9gOx+urq8jqSHjYe+Gf8P80yCeHZx2eRVpim9ln2qia4TkALwxbYeKvxJnN6mPEQff7qg5+u/IR3eryD2/Nuw7N1DTf215Ofux/+GP0HjsYdxVshb0Em56dge6msFEdij2Bsx7G8fCZU5e3sjXxJfrUVNE1VemE6xu4ei/eOvQcvey+I3hXxUoe3MWEBrAYpu99U1cuIU/NTMSpoFBaeXIhhTsMgeleE0R04XKPKKC0ujt4XGhQEGBlx3/4HH9BZz0WLgIcPuW9fETk5wO7d9J5UEx6Sg372GdBZ+YumzCucPQsMGlRxf3NSXhICjgSgV5teWOa1TOX9tzNr98rSFa6uwI0bdFbW2xv46COgpETlw+JdyMMQlEhLeLsvUl9bHxNdJ+LAwwOcL51cOmApfJx9UFhaiJT8FESlRzWrOqQvCxYFw0zPDKNcRvE6Dj1tPczuNhsHow8iJT+F17HUFyEEv934DT0290BSXhJCp4Ri05hNMNLl7os5wDMAq4atwp6oPZh/ZD4vx2v4k3C8EL/QmKBpqNNQaGtpa1w5HVU4FncM7n+4IywhDOu81+GY/zG0MmnF97A0HgtgNYid6X8BrAoTOYVGh8L9D3dcSLyA30f9jsPTDqOlUUuV9cc0TK9ewKNHNWdu5YJAUJHQ6ccfVdNHXfbsocFCQAA//QPAtWvAxsY7KaDRHj8GnjypqP8qJ3LMDJ0JiUyCoAlB0BHqvPL5XHm5dMWwHcPwvOB5pce7dgUiIoAFC4BffwV8fPhfWq9qQaIgOJo7ok/bPryNwd/DHwWSAhyOPcxpu8PbD8eWsVtgaWCJP2//Cfc/3NWyqknTFJcW48DDA5joOhH62vp8Dwfzes6DjMjw952/+R6KwtIK0vDGrjfwwfEPMMhhEETvijCu0ziV9LWk/xIsHbAUf975E4tPLVZ7EBsaHQpDHUMMdxqu1n5rY6pniv52/XEioekGsEWlRXj/6PsYHTwatsa2iJgXgQW9F7D8Mwpir5IGUeUMbIGkAO8cege+e3xhb26P2wG38e5r7/KaaY6p7vFjurxXJgP0VJww09aWzpBt3qzafmozdy5w+jRdzsuXnTuBhQub5z2QqpaYCLRqVRHA/nL1F5x9fBbrvNepvVZeV9uuOO5/HKn5qRi+Y3i10hUGBsC6dcCJE8CSJfQCj1yumSWnlPW84DnOPD4DP3c/Xj//B9oPRCvjVpxnIy5zLekavg7/Gv3s+jXLi7RHYo8gX5LP2yx7Vc6WzhjmNAxbbm/hbZlsfRyJPQL3P9xx5tEZ/Or9K475HYOtsa1K+1w5eCU+7PUhfrn2C1ZeWKnSvl4mJ3KExoTC29kbBjoGauu3Lt7O3rj7/K5G1stV1p3UO/Dc7InfI37H//r8D9fnXodbSze+h9Wo8L/QvQm4do0u+XyZUFhxX9+lSzQweZm+fkVNz3PngKQkgBBr6Aj0cPLaM4y2BpyclB+bnMhx7vE5zD86HwnZCfi0/6dYMXgFdIW6yjfOkdxc4OJF4LXXaFDVXEml9L5XkYgeO23bqr5Pd3f6d24uDTi6qrH0m7Y2MHRow5+fJ87DweiDSo2htQ8gvggs+JPOvAE0m2l32+7N4uKOWAycPw/Y29OkRlwaNIiWqwGAu8/v4oszX8C3ky/mdJ/DbUcK6tO2Dw5OPYjRwaPhE+SDfyf/W61M2MiRFf/++WcgLAz45x+gTRv1jjU6MxpPXzzFQPuBnJd+2RO5B3Ii5/2+SKGWENPcpmH9jfXILs6uVLtUWXIih9dWLwDAuI7czJil5xRi/bHTsLDNg3ULTpoEALhYuaB3m96cf94EiYLQyrgVBjkM4rRdZQT0DMDkfZOx4vwKtV/Eqo+LTy9iy+0t8LDxwLmZ59ClZRe19CsQCLDWey3yxHn4OvxrmOqZYmGfhSrv99zjc0jJT+E9+3BVPs4++PzM5ziZcBKzus3iezickBM5fr7yM748+yWsjawRNiOMl0R6TYGgMdwb4unpSSIiIvgeRq3mz69eU9LQsCLzpr8/EFzlIrONDfD8v5Vs48YBhw7998ACZyD5NbS7uQtPntCZgJISGvDWx/20+wgWBWNX5C48ffEUdqZ22O67XWO+zEpKgCNH6Oty9Citd2pgAGRk0Hs+CaG/e3PyzTe0bM7OnfSYUafhw2lCm/v3adIdVVu0iM7OLV7c8DbisuLQYUMH7gb1ko5WHeHn7gc/dz+NPtFqCJmMvre0tIBPP6Uz/gDQsye9cDJ1qvIlZsq+VgQCupSx5+aeyC3JhehdEawMrZRrXEmHYw5jwt4JkMll8LL3gp+7HyZ1nlQtgPrrL7qsWF+frlJQdamn5Lxk7I7cjeDIYNxOvQ0AMNc3xyTXSfBz98NAh4GcLC3r/WdvSGQS3Angv77grZRb8Nziic1vbMY7Pd/htO2NERvx7tF3Ef9hPNpbtm9QG6WyUoQ9CsNfN4Jx4EEooFtY95MawNHcEX7ufvB394ertavS7eUU58DmZxt80OsD/DKS4yyASiiVlaL9r+15rXevqEV9F+HbId/yUjtYKpdi6r9Tsf/hfvw55k+83eNtzvtIL0zH3qi9CBIF4VrSNZjrm+PRgkewMFDDCYCCCCFo80sbDLAfgD2T9vA9HKU9e/EMb4W+hfAn4ZjgOgGb39jM+/ehJhIIBLcIIXXeQMcCWA5kZAB5eZV/JhBUzKCmpQEFBZUfFwppLUKA1kosKqL/9g8bDIm0FL+4XcKgQXRWzsEB8PCgJ5fjx9P7FmuSmJuIYFEwgiODEZkeCaFAiJHOI+Hn5ofxncZzmnSgIWQy+kdXl2a/fe89OuM6dSqd/UpPB6ZPp9sOG0YDKX9/+piql9Py7cYNoF8/4M03q1/sUIeICKBvX3qSvmuXai8eZGbSGa2AAHrPYUNJZBJOltuHhAJLFgM7dgK9estw/sl5BImCcD7xPACgV5te8Hf3x5QuUzir86ZuhNB6wsHBdP9u305nv+Pj6YWLuDiaMOzWLTrz//QpPQakUjpTXl8PH9LZzB07gH8LP8SGmxtwavopDG+vGfdXPc55jCBREIJEQYjOjIaOlg58XHzg5+aHMR3HlGdjj42ln0EREbTs1Lp1tX/+NkRuSS72P9iPIFEQwp+Eg4DAs7Un/N390d6iPfY92IeQ6BAUSArQxqQNprpNhb+7P7rZdmvQjF3ZRZ+fhv+Exf2UuHrEEUIIXH9zha2xLcJnhXPefp44r97Zh+Vygi0nrmLDhSAk6O1FsVYmLPQt4Fg8GZNdpyIzoR0OHaTvmb/+BgZ6Abkv6PeaYT1XX8qJHFeeXUFwZDBOPzoNOZGjm203+Lv7Y6rbVLQ1bdgynC23tmDekXmIeCcCPVv3bFAbqpInzkNGoWbfk2ysa8z7Z71YKsbY3WMRlhCG3ZN2480ubyrdZr44H6HRoQiODEZYQhhkRAYPGw/4ufnB38O/wcebKs05OAeh0aFIX5KuEdmRG2pP5B7MPzofpbJS/OrzK2Z3m90sVnk1hKIBLAghGv+nZ8+epLmYcWAGabemXfn/8/II+ewzQtq1IwQgxMCAkKlTCblzhz6eUZhBfr/xO+n/V3+CQBAEgvT7qx/57cZvJL0gnaffooJcTsjNm4QsXEiIrS0hmzfTn2dmEhIWRohUWv05UikhH35IiLU1/Z3NzQmZO5e20xRJpYR06kT3cU4Of+P49lv6em/frtp+fvqJ9hMZqdp+FFVUREiHDoTs3Fn5509zn5JVl1aRbhu7EQSCaC3XIiN2jCDb7m4jL0pe8DPYeiooIGTFCnp8AYTo6BAydiwh167VvH10NCHHj9N/S6WEODoS4utLyL//ElJcrHi/v/1G+/vrwjGCQJCFxxcq/8uogFwuJ7dTbpNFJxeR1qtbEwSCGH9nTGYcmEFOxJ0gpbJSIpEQsnQpfe2uXFG+z+LSYrIvah/x3e1LdFfqEgSCOP/qTL4+9zWJyYyptn2hpJDsFu0mY4LHEO0V2gSBIJ02dCIrz68k8Vnx9ep7efhyIggUkGcvnin/i3CkbExPc5/yOo7D16JIv2VfEO1FDvS7dKk+cVzyJjkYfZCUlJZU2lYuJ+TuXUJKS+n/P/uMEENDQvz8CDl6lBCJpP79p+anknXX1pFeW3oRBIIIAgVk0D+DyOaIzSS7KLtebQ36ZxDpsL4Dkcvl9R8IozEKxAXk9b9fJ9ortMnR2KMNakMsFZND0YfIlH1TiME3BgSBIPZr7Mnnpz8nojQRxyPm3p7IPQSBIFeecvDhy4MXJS/IjAMzCAJBem/pTeKy4vgeksYDEEEUiA15D04V+dOcAtgvTn9BhMuFRCqrHNnJZIRcvEjI/PmEWLQsIF/sCiKjg0YT7eX0hKbzhs7k2wvfkkfZj3gaeWUyGSHLl9PAACBEV5eeCIeHK95GaSkhJ04QMmMGIcbG9KSYEEJycwm5fZueRDQVV64Qcvkyv2OQSgkZMIAQExNCHqnoMJLJCHFxIaR/f9W031B1HUtR6VFk6ZmlxHGtI0EgiP43+uTNfW+S0IehRCwVq2eQCkpLqziWSkvphaOBAwnZtImQrCzF28nLI+SjjwixsaHvYVNTQmbPJuT+/bqfO3EiIW06pBGbn2yI++/upLi0HtEvT6QyKTn76CyZe3AuMf/BnCAQpOVPLcmHxz4kV59dJU+fVhwkJ09WBC+Kth2WEEZmhc4ipt+bEgSC2P5sSxYeX0huJN1QONDILMwkG29uJAP+HlB+wbLPn33Ir9d+JWkFaa98rlwuJx3WdyCD/hmk+MDVIC4rjiAQZNWlVWrv+/rDp+SHi6tI1z+60tfzKy1itXAkeWfDNpKcmadwO9euERIQQIilJX2vWFkRsmhRw8cVlxVHlocvJx3WdyAIBNFZoUPG7RpH9kbuJUWSolc+99mLZ0QQKCDLw5c3fACMxsgtziU9NvUg+t/ok/DHip1AyeQycv7JeRJwOIBY/mhJEAhi9aMVeffIu+RS4iUik8tUPGruZBVlEa3lWmTZ2WV8D6XeLiVeIo5rHYnWci3y1dmviETagCtbzZBGB7AAvAHEAIgH8Fld2zenAPaPm38QBIIkvUiq9HOJVEKOxh4lfvv9iOG3hgSBIG1/aUte+/wTApu7xK6dnHz6qWInl6qSmkrI4cMV/+/Th5DBgwnZsoWQ7PpdQK6msJD+IYSeiAN0VmnlSkLi6zcJoVEyM/keQWVPnhAyYQIhycmqaf/0abrvduxQTfvKkMno7/8qcrmcXHl6hbx/9H3SYlULgkAQix8syDuH3iHhj8N5OzHIyyNk2zZCRo4kRCgkxM6O/j5ljymjtJSQU6cImTWLXtw4cYL+PDGRroqoGnvJZIRYWMqJ3SdjiN5KPXL/OY8fSg1UUlpCQh6GkEl7JxG9lXoEgSBO65zIl2e+JAcvPyQAIX37EpKQUHsbcrmc3Ei6QRYeX0hsf7YlCAQx+c6EzAqdRcISwqpdpKyvxNxE8sPFH4jHHx4EgSDC5UIycsdIsv3udpJXUn2nRyRHEASCbI7YrFS/qtBrSy/SbWM3tfQVn5xF/NdsImYfDST4WlA+M/JN2K9E9Oi5Um2LxYQcOkRXSc2ZU/HztWsJETVgsksul5OI5Ajy8YmPSaufW5UfQzNDZpKT8SdJqaz6VZSfLv9EEAg209OEpBekE9cNrsT4O2NyI+lGrdvde36PfHLqE2L3ix1BIIjht4bEb78fORJzpFEHT/3+6kde2/wa38NQmEQqIcvOLiNay7WI41pHcvkpz7MTjYzGBrAAhAASADgB0AVwD0DnVz2nOQWwR2KOEASCXH12lcjlcnIp8RJ578h7lU6W5x2aR84/OU9kchnJz6dLH3186IkrQEi/fuqbnczNJWTrVkKGDydES4sQPT1C8vPpY2IVTUxlZRGycSMhXl709wVosFwW4DYWycmEtGhBT26ai9u36Yx6fZajqoufHyFOThWBX10kUgk5FnuMTD8wnRh9a1R+UWnJqSXkTuodtS3fW7+eEH19+j5wcCDkiy9Utzy7qKhi5vHTT2mfHToQEhhISGws/fndu4Sg50aCQJA1V9eoZiBqlFucS7be2UqGbx9OtJZrEQSCOHzfnegP/pkY2iaRrVsrf97GZsaSr899TVx+dSEIBNFdqUt8d/uSfVH76pw9ayhRmoh8fvpzYr/GniAQxOAbAzJl3xRyKPpQ+QqBj098THRW6NR7Oao6rLu2jiAQJCo9SiXtF0oKyZYre4jtwrEEy3TofvlfRzJk+QpyMUq1V0CfPav4bvbwIOTHH+nFn/qSyqTkdMJpMid0Tvksvs1PNmTBsQXketL18s+bbhu7kV5benH8WzB8S3qRRBzXOhLLHy0rLf19nPOYfHfhO+L2u1v5haxRQaNI0P0gki/O53HE3FkRvoIIAgUacVtcXeKy4spvA5gZMrPR3G6kSRQNYNWexEkgEPQFEEgIGfnf/z//717c72t7jqYnceLS/bT76LqxK0a5jMKDjAd4kvsE+tr6GNdxHPzc/eDt7F1rCZyMDGDfPuDFC+Dzz2loN3s20Ls30KdPRWKeVq1oFmSJBHjwoHo7bdoA1tZAcTEQE1P98XbtAEtLYPduYNYsWorDyYkmmfLzA1yVT6KosKdP6TiiooBt2+jPvvsOsLOrKBED0PG2a0f/ffdu9XZatKDJa+Rymom3Khsb+rqVltK+qip7TcVimsCmqrZtaR8vv6affEJLLN2+DXTqVL/fW9WeP6f7dv78imRjANChA82wnZUFPKshf1KnTjRra3o6kJJS/fHOnWmyE020ezcwbRrNPtujB2BmBjg60sdEIpqA7GUvH1NXIwoR/vwQTiQF40r6CUiJFB3MO+Ot7n4Y5jQCTxJ0qvVnaUnfZ1IpkJBQfTwtWgBWVvR9+nIZrpwcWt5l+nQ6vuvXaT1fn1FAVw/1Ze/Oy6N1fI8fp0mOAKCnJ/D+4kzMOzcW/dq+jnNvn2hSRdlT81PLM3feTLkJEAHwZBD6GvvhzekF2HkvCLeeR0AAATxbDIJPW38MbTUBro4Wr/xMtbOj+7qwsHpJNoC+B83N6Wv+6FH1x52cAFNTIDtHjkO3r+JYUhDCUvYiV5IFMx1LTOw8GccSDqK7dW985xFa7fkdO1ZkgS8rffQyV1eaSC8tjSYdrMrNjSb7Skmh7/2qPDxo1uukpOo1lwUCwKb9c7T5pQ38O87HaNvK2Yi1tAAXF/rv5OTqCRG1tYH2/yUZfvasIiEiAMSkpOJM2m7cLj6AAkkBdIpbw0M4DR8P9cO0Qd2hpaWeN0t6OrB3L02Udu0a/dmhQ8CYMfSztqwiwcte9ZqKZSVIMjiG4MggHIk5AolcAjsjZ7xuMwq7Hv2KJe5rsWrCRwBoebScnMrPFworvh8fP6bnDC/T1aWf1QBN9Fb1NdfXr/jOio2t/JoDtJJA2T6LjqZVB15mYlKxz6Ki6Pfqy+rz2avM97lUCkRGVn+8ru9zRc+RCgro61dVXe/n9u3pa5SbCzx5UvHzpMJHmH3xdQi1CT7pvwR7RQdwPfUyAKCbZX/4tPXDsNaT0dfD+pXv57Lv4YYcewAttycQ1P5+LivHx9WxF5UTgekXXsPCzqvg1XZ4+bGRmFj92NI3AOzbVbQvkVR+3NCQft4C9HtXKq38uLFxRdm0uLjqtcBNTenxAVTf96Kc61gTtQh62rr4Y/QmdJRORlV8H3vu7nQfaDKNzUIsEAgmAfAmhMz97/8zAPQmhHxQ23M0OYBduLDmD9CGkgpf4Mrr1iACGSyyh6Nlmh9aZPpCW2ZS77ZKS+nYqn65ODjQuo8lJfTktypnZ/omKSigWUmr6tiRZg8uKqIfcC1b0g9bTUioRgg9Jwgi/gAAFIpJREFUma76O9vaVtS5PH+++vPatKG/t0xGg8qq2rWjX6gSCXD1avXHHR3pNsXFNKNwVbW9pi4uypcsUQWplL6OYnHln3fvTj/AU1PpiUtVnp705CUpqeagrE8fzc0oLZfTk8uyk6kWLYAu/5X/u3y5+hedjU3FSdyFCxWlY2CYCXT+F7qeQZDY1nAwNQPapZbwvCGCnkQDD26OFBnEIr3lLiRbBUFqRqNOwxfdUXTNH4iaAuRVZPRs356eUBcWVgT7Lyv7TH3xoubvk86d6UlLdjY9oa/K3Z2etGRkvHRRUqsUaH8KcA+GVudQyLWL0Priv0g5U70eUM+e9MQtObnmk55evWiA+/Rp9ZrmAM2grqNDT8ZrurA1YAANROPjq59QCwSAlxdw38MHOVYnqj9ZWSVmsM2ehJZpfjDPHQgB+D17Ky6mQUGbNjRISEysHKSUqes19fKir11MYi6eWxwA3IMBx7OAXAiseYaBPWlR9ehoeuHhZTo6tH2AnkRnZVV+XF+fXvgGgHv3aCD1MiMj+lkP0Auw+fmVHzc1pd8VAHDzZvXvYwsLelEDoJ+5Vb9n6vrsVfT7XC6nNearUtX3eZm63s9dutDfsbb3s4cHfY0qvZ/LWEdBOHcgZHpZ0M3tDMktf0A0Dch1LN+kru/h3r3pPlb22IuLq36huuz9DHB47AnkwP/aACY1RNsaRi95CLonboNOcVuNPPbeew/47bf6/17qpMkB7GQAI6sEsL0IIR9W2W4egHkA0K5du56JiYlqHaeiuA5gAaDA6D50JTbQLVU+jTsh9KTp5atUhob0j0xW/eoYQD/4DAzol0bVLy6AnujUty6tOhFCv1BfvvKmp0eDbKD6FUOA/j7GxvS5VT9QAfp6GBnRL8Ts7OqPN+Q11dGhX/SaEPjXRCKpXh7KzIyOu6Sk+lV5gF5V1tamH76FNZRMtLDQ7Kt/RUUVJ1u6unT/APSYqPpRqcgxpW2ViHzjO9VO8Mra19enx1RNr6WeHv1T9XGBgB5PWho8sWmc3wP64nZ8D0MtCAgKje9BS2YAvYKOSn2mlpZWn5EA6HGmp1fzexKgx6muLg0EajrWjC0LILa4B920figsqP6Bo+j79uX3x8ssLenxWFhI26jKyooetwUF1WdMAHoyL9FJQ5ru1WqzcQJBxfusqKh6MCPQAkz+K21UWATIXnpcKDdCG+kAaENzv7C4fE1L9VMg082Cfp47WrSgP8vPrx4gCgT0+QA9nqrOUmlp0f4BejxW3SdCYUW98Nzc6vtEW5seUwD9Pqw6g6qjQ79LAPp9WnWWi4vPXnV/n79M1e9nPZtECPTzIMxy09j3M8DtsSc2iYbYJBpaWhWlzAoLqx9bQiHdPwAdX9VjS6gNGBn+N74CgFR5XFub7vuy8Vc99nR06L4vG3+lsUuNYZU3BCbGWhp77A0Zolz5QnXQ5ACWLSFmGIZhGIZhGIZhyikawPJxDf8mABeBQOAoEAh0AUwFcIiHcTAMwzAMwzAMwzCNiLa6OySESAUCwQcAToJmJP6bEFJDWhyGYRiGYRiGYRiGqaD2ABYACCHHABzjo2+GYRiGYRiGYRimcdLgNCAMwzAMwzAMwzAMU4EFsAzDMAzDMAzDMEyjwAJYhmEYhmEYhmEYplFgASzDMAzDMAzDMAzTKLAAlmEYhmEYhmEYhmkUWADLMAzDMAzDMAzDNAosgGUYhmEYhmEYhmEaBRbAMgzDMAzDMAzDMI0CC2AZhmEYhmEYhmGYRoEFsAzDMAzDMAzDMEyjwAJYhmEYhmEYhmEYplFgASzDMAzDMAzDMAzTKLAAlmEYhmEYhmEYhmkUWADLMAzDMAzDMAzDNAosgGUYhmEYhmEYhmEaBRbAMgzDMAzDMAzDMI0CC2AZhmEYhmEYhmGYRkFACOF7DHUSCAQZABL5HscrtACQyfcgmGrYftE8bJ9oJrZfNA/bJ5qJ7RfNw/aJZmL7RfM0hn1iTwixrmujRhHAajqBQBBBCPHkexxMZWy/aB62TzQT2y+ah+0TzcT2i+Zh+0Qzsf2ieZrSPmFLiBmGYRiGYRiGYZhGgQWwDMMwDMMwDMMwTKPAAlhubOZ7AEyN2H7RPGyfaCa2XzQP2yeaie0XzcP2iWZi+0XzNJl9wu6BZRiGYRiGYRiGYRoFNgPLMAzDMAzDMAzDNAosgFWSQCD4f3v3HmxVed5x/PsriGhExHgZolHAqBmsCoiORjAmGi8k8RZaMbYhlzE1sUk0k4y2diLNTDM1ppd4SXBMjGgNUk00TFJFGi9oFBXxAKIgVxsrlSYq0kZF5ekf69l0sd1rnwucfTjn/D4za87a73rXu971Pnvtvd693rXOaZKWS1op6bKerk9fI+n9ku6X9KykpZK+lunTJP2npLacJpXW+auMx3JJp5bSG8ZK0khJj0laIWmWpEGt3cveR9JaSUuy7Rdk2p6S5mY7zpU0LNMl6eps98WSxpXKmZr5V0iaWko/Kstfmeuq9XvZu0g6tHQ8tEl6TdLFPlZaT9KNktZLerqU1u3HR9U2rDImV0lalu1+p6Q9Mn2EpNdLx8z00jqdavtm8e3vKmLS7Z9XknbO1ytz+YjW7HHvUBGXWaWYrJXUluk+VlpA1efC/fd7JSI8dXECBgCrgFHAIGARMLqn69WXJmA4MC7nhwDPAaOBacA3GuQfnXHYGRiZ8RnQLFbAvwJTcn468KWe3u8dfQLWAnvVpX0XuCznLwOuzPlJwN2AgGOBxzJ9T2B1/h2W88Ny2ePAcbnO3cDpPb3PvWnK9/t/AQf6WOmR9j8BGAc8XUrr9uOjahueKmNyCjAw568sxWREOV9dOZ1q+6r4eqqMSbd/XgFfBqbn/BRgVk+3xY40NYpL3fJ/AL6V8z5WWhOTqnPhfvu94iuw2+YYYGVErI6ITcBtwJk9XKc+JSLWRcTCnN8IPAvs12SVM4HbIuLNiFgDrKSIU8NY5S9MHwXuyPVnAGd1z970eWdStB9s3Y5nAjdHYT6wh6ThwKnA3Ih4OSJeAeYCp+Wy3SPi0Sg+MW/GMemsk4BVEfF8kzw+VrpJRMwDXq5LbsXxUbWNfq9RTCLi3oh4O1/OB/ZvVkYX274qvv1exXFSZXt+XpVjdQdwUu1qkzWPS7bTnwIzm5XhY2X7anIu3G+/V9yB3Tb7Ab8tvX6B5p0r2wY5zGcs8Fgm/WUOjbixNKShKiZV6e8FXi2dxDiGHRPAvZKelPTFTNs3ItZB8WEL7JPpnY3Jfjlfn24dN4WtTzB8rPS8VhwfVduw9n2e4qpDzUhJT0l6UNLETOtK2/s8ofO6+/Nqyzq5fEPmt/ZNBF6KiBWlNB8rLVR3Ltxvv1fcgd02jX6x82Odu4Gk3YCfARdHxGvAD4GDgDHAOoohLVAdk86mW3PHR8Q44HTgIkknNMnrmLRQ3ud1BnB7JvlY2bE5Dj1M0uXA28CtmbQOOCAixgJfB34qaXe61vaOV+e04vPKMem689j6x1EfKy3U4Fy4MmuDtD71veIO7LZ5AXh/6fX+wIs9VJc+S9JOFAfsrRHxc4CIeCki3omIzcANFMOIoDomVem/oxhaMbAu3ZqIiBfz73rgTor2f6k23Cf/rs/snY3JC2w9lM8x6ZzTgYUR8RL4WNmBtOL4qNqGVciHmHwCOD+HzpHDVH+f809S3GN5CF1re58ndEKLPq+2rJPLh9Lxocz9VrbVOcCsWpqPldZpdC5MP/5ecQd22zwBHKziSXeDKIbtze7hOvUpeb/Fj4FnI+IfS+nl+yLOBmpPy5sNTFHxlMGRwMEUN6Y3jFWesNwPTM71pwK/6M596u0kvUfSkNo8xYNQnqZo+9oT7crtOBv4TD4V71hgQw5DmQOcImlYDhM7BZiTyzZKOjbj/xkck87Y6hdyHys7jFYcH1XbsAYknQZcCpwREX8ope8taUDOj6I4NlZ3se2r4msNtOjzqhyrycB9tR8vrKmTgWURsWWoqY+V1qg6F6Y/f6/EDvAkqd48UTzp6zmKX50u7+n69LUJmEAxjGEx0JbTJOAWYEmmzwaGl9a5POOxnNLTa6tiRfH0wscpHgpxO7BzT+/3jjxley3KaWmtLSnuIfo1sCL/7pnpAq7Ldl8CjC+V9fls95XA50rp4ylOXFYB1wLq6f3uDROwK/B7YGgpzcdK6+Mwk2Jo3VsUv2x/oRXHR9U2PFXGZCXF/WC175bak2k/lZ9ti4CFwCe72vbN4tvfp4qYdPvnFTA4X6/M5aN6ui12pKlRXDL9JuDCurw+VloTk6pz4X77vVKrnJmZmZmZmdkOzUOIzczMzMzMrFdwB9bMzMzMzMx6BXdgzczMzMzMrFdwB9bMzMzMzMx6BXdgzczMzMzMrFdwB9bMrA+RtK+kn0paLelJSY9KOruH6vI+SXd0Iv9Nkia3n7PD5Y2Q9OnS6/GSrt5OZf+bpD06kf8sSaNLrx+QNH471WWapG9sj7IalD1C0tPt5+xQWZ2K7/bcditJGiNpUk/Xw8ysr3IH1sysj8h/QH4XMC8iRkXEUcAUYP+eqE9EvBgR261D2gUjgC0d2IhYEBFf3R4FR8SkiHi1E6ucBYxuN5f1BWMo/kejmZl1A3dgzcz6jo8CmyJiei0hIp6PiGsAJA2QdJWkJyQtlvQXmX5iXhG8Q9IySbdmZxhJJ0l6StISSTdK2jnT10r6Tl7hXSBpnKQ5klZJujDzbLmCltv+XpazWNJXmu1Ik+0eLekRSYskPS5pSG7nIUkLc/pQFvP3wERJbZIuyf38ZZazp6S7si7zJR2R6dNyew/kVeyGHd7c/71y289KukHSUkn3StqlLu+HgDOAq7IuB+WiP8l9eE7SxGYxarD9yyUtl/TvwKGl9DG5P4sl3SlpmKR9JD2Zy4+UFJIOyNerJO2aV0evzrZd3ehKqaTBkn6SMXlK0kdKcX5X+6twraRnJP0K2KdU1lGSHlQxSmCOpOGl9EWSHgUuqtj34ZLmZVs+XWq7U/L9uFDS7ZJ2y/RJKt7XD+c+1t4D0yTNyJitlXSOpO/m/t0jaad26vqApCvLMZQ0CPg2cG7W79xG+2BmZl3nDqyZWd9xGLCwyfIvABsi4mjgaOACSSNz2VjgYoqrhKOA4yUNBm4Czo2Iw4GBwJdK5f02Io4DHsp8k4FjKU7g630RGAmMjYgjgFurKlm13ewczAK+FhFHAicDrwPrgY9FxDjgXKA2TPgy4KGIGBMR/1S3mb8Fnsq6/DVwc2nZB4FTgWOAK2odmSYOBq6LiMOAV4FPlRdGxCPAbOCbWZdVuWhgRBxD0e5XZFqzGNXap3ZlfSxwTuaruRm4NPdrCXBFRKwHBkvaHZgILKDo2B8IrI+IP+S6w4EJwCcoOv/1Lsr9ORw4D5iRsapq/7MpOteHAxcAtY7tTsA1wOQcJXAj8He5zk+Ar+b7qsqngTkRMQY4EmiTtBfwN8DJWY8FwNezftcDp0fEBGDvurIOAj4OnAn8C3B/7t/rwMfbqSvUxTAiNgHfAmZlrGc12Q8zM+uCgT1dATMz6x6SrqPokGzKDtEpwBGlq2tDKTpfm4DHI+KFXK+NYvjtRmBNRDyX+WdQdGL+OV/Pzr9LgN0iYiOwUdIbevf9oScD0yPibYCIeLlJ1Q+t2O6vgXUR8USW8VrW9z3AtZLGAO8Ah3SgeSaQHc2IuE/SeyUNzWW/iog3gTclrQf2BV5oUtaaiGjL+Scp2q4jft5gnaoYrSmtNxG4s9bxlDQ7/w4F9oiIBzPfDOD2nH8EOB44AfgOcBogih8fau6KiM3AM5L2bVDfCRSdOSJimaTnKdr6eRq3/wnAzIh4B3hR0n2Zfijwx8BcFRf6BwDrGtT/FuD0BvV4ArgxO5d3RUSbpA9T/PjymyxzEPAoxY8RqyOi1n4zKX5Mqbk7It6StCTrcU+mL6GIScO6ltZvFEMzM+tG7sCamfUdSyld/YuIi/LK1IJMEvCViJhTXknSicCbpaR3KL4f1M72autsrlt/M+/+fhEQ7e/ClrxV6Y3KuAR4ieJq3B8Bb3RxG7WyG7VFM/X5d6nKWLFeeRsNY9RAR9uy5iGKju+BwC+AS7OMXzaoT60e9ari0qz9G9VTwNL6q6z5o0e7+xUR8ySdQHHl9BZJVwGvAHMj4ry6Mse2U9ybWeZmSW9FRG37tfdww7rWr0/H3idmZrYdeAixmVnfcR/FUNHyMN9dS/NzKIbi1u7tOySvXlZZBoyQ9IF8/efAg03yN3MvcKGkgbntPbuw3WXA+yQdnWUMyfKGUlyZ3Zx5B+R6G4EhFduYB5yf5ZwI/K52RbebNKtLWUdiNA84W9IukoYAnwSIiA3AK7V7Qtk6XvOAPwNWZDu9TPGgod90Yh/KbXYIcACwnOr2nwdMUXFf73DgI5m+HNhb0nFZ1k6SDsuHYm2QNCHznd+oEqWhzzcAPwbGAfMphr1/IPPsmnVcBoySNCJX7+w9qQ3r2s46HY21mZl1gTuwZmZ9RF49Ogv4sKQ1kh6nGEZ6aWb5EfAMsFDFw5Wup8lVo4h4A/gccHsOsdwMTK/K344fAf8BLJa0iNLTgTu63by/8FzgmixjLjAY+AEwVdJ8iuGr/5tFLQbezocCXVK3mWnAeEmLKe73nNrF/eqo24Bvqnj40UFN8rUbo4hYSHEvcBvwM7YeBjyV4mFRiymehvvtXGdtLp+Xfx8GXo2IVzqxDz8ABmRMZgGfzaHWVe1/J7CCYjjuD8nOdMZxMnBlxrGNvD+WIu7XqXiI0+sV9TiR4r7XpyhGHHw/Iv4b+CwwM/d9PvDBiHgd+DJwj6SHKa4Ub+joDrdT1yr3A6P9ECczs+6h/x8tY2ZmZta3SNotIv5HxU2s11Fcha5/qJeZmfUSvgJrZmZmfdkF+WCypRTDna/v4fqYmdk28BVYMzMzMzMz6xV8BdbMzMzMzMx6BXdgzczMzMzMrFdwB9bMzMzMzMx6BXdgzczMzMzMrFdwB9bMzMzMzMx6BXdgzczMzMzMrFf4P/SFCDvjdUpTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stats = {}\n",
    "colors = ['b', 'g']\n",
    "i = 0\n",
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "for name, nwins in mq0_wins.items():\n",
    "    stats[name] = apply_win_funs(nwins, {'median': np.median, '75': functools.partial(np.percentile, q=95)})\n",
    "    x_lim = [j * size  for j in range(len(stats[name]))]\n",
    "    ax.plot(x_lim, [x['median'] for x in stats[name]], label=name, color=colors[i])\n",
    "    ax.plot(x_lim, [x['75'] for x in stats[name]], '--', color=colors[i])\n",
    "    i += 1\n",
    "#ax.set_ylim(0, 40)\n",
    "ax.legend()\n",
    "ax.set_xlabel('Genomic location in the downloaded segment')\n",
    "ax.set_ylabel('MQ0')\n",
    "fig.suptitle('Distribution of MQ0 along the genome', fontsize='xx-large')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_sample_relation(recs, f1, f2):\n",
    "    rel = defaultdict(int)\n",
    "    for rec in recs:\n",
    "        if not rec.is_snp:\n",
    "             continue\n",
    "        for sample in rec.samples:\n",
    "            try:\n",
    "                v1 = f1(sample)\n",
    "                v2 = f2(sample)\n",
    "                if v1 is None or v2 is None:\n",
    "                    continue  # We ignore Nones\n",
    "                rel[(v1, v2)] += 1\n",
    "                #careful with the size, floats: round?\n",
    "            except:\n",
    "                # This is outside the domain (typically None)\n",
    "                pass\n",
    "    return rel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "rels = {}\n",
    "for name in names:\n",
    "    recs = vcf.Reader(filename=name)\n",
    "    rels[name] = get_sample_relation(recs, lambda s: 1 if s.is_het else 0, lambda s: int(s['DP']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.98,'Number of calls per depth and fraction of calls which are Hz')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5lgJjIgaoi9Qf6Adc4Jx7InyBmeVSz5r7kKA7w73AvWbWAd9F4XagtuR+On7ww1Pxrz9UQz8DuBN/YRGi19w31FLgODPbzzn3dQz3GylW38vL8AMiLnLO/RDD+GpkZsfgu+P8k+j/70VEqqU+9yJJIEj4JuGbUl8aZZXQD++qKZCCEdGvinNoF5tZdthzDsTXIE0N61P5HL4P7y8jNzavrqMIR/M2vv/jL8wsPSKOY4I46p28Oj9S/HvAeDPbJcG3HW0pK/DJTErYshT8SM31Vk3f2VCCXGtT1EBTOCfbgInh4x0EFykOjlj33/gLU78ys8wosUTrQz/ezPYKW2dv/Ijpc8L6pIaaR9e3W0RdhGoTI/9/3rib+30df04ik+prdnO/takg4rUEFypOiVhvAf575koLmwoybJvQZ6LOxz4YO2Eu/pxWTcFofkrBy4Dv8X2bd5tzrgI/jsNRFjY1ZNAt4Sr8e/Y/Ddz9FPyMC7+NXBDxXQG7Huvz8INC1ouZZUV+ZoILuyup2/v+/SCm3+BncAh1fZiB73f//4C1tTXxr6fQzAe/jxxTJOw4xUKsvpefC+5vi7bQzDo3KLoamJ8WcQq++8v5DRnLQkRaNtXciyQJ59yrZvYJMCzK4rfxI+o+Yn46tULgdHwNYzxtwU8J9AR+2rWf45sxhv/IfRafKNxuZofhk+YSfP/WU4LltzTkyZ1zG8xsEn4ao5lm9hw7psLbzO4lXD/HDyY4y8xCU+F1wg/K9Wv8j+BX8MnXe2b2JP4H/jgafuH0t+bnqH4d/yO9Db55dCV1nwqxKZyT/8UPLvZeWPPe/8E3sW8btu4WM7sYP6XWYvPzaa/CJzvD8TWKkYNnrcCfkwfxzXMvx/d7vy5svz+Y2bf4pPG/wAZghXPu44a8pghv4S8ovWlmf8cnEj/GDwy4Ox7BN4//m5n1xb/fjidsvu04eRm4yMyKgXn41j5X4PumV42PEHQPugT/+j8LPhNf40daPw3fomFlA4791fi+4rPN7AH8sb0A3/9/vNt1+s3d8St8jfS75qdkC02FNxw/6nyDas/xn5cJwA3BxcD/4N8XQ/Cfvf/Bz3iyBLjT/Fztq/GjsZ+CP471dQB+issX8O+VrfjWOMfip5CrkXNus5ktCGKcFWpx4Jz7ysy+x3/2/tmAuGp6zg+Cz+3lQHcz+1cQd3/8Z/7UGD1VTL6XnXMfmtld+GkD+wCv4ceg6Y7/bC7Ej7YfS0/jZ0L4J3BaxDWPH5xzb8f4+USkmVFyL5Jcfouv7dyJc67czE7BN8/8DT6xfQ4/MNviOMZzE37wpV/ia4vmAFc756oGAXPOOTMbh08YLsQ3M6zAJ3H/YUdtToM45/5sZj/gk4Q/4pPUacCvoozyXJ/9fmlmQ/FJ7gQgBz8Y3QyClhLOuffNbAI+2b8D3185NAd3ZF/xungFn8ydix9IrgBfc/9z59z0Ou6jKZyT28ysCH9h4c/4pOZs4Ax2DOIVWvcl83Od34TvetAWf5wX4I9rpPvw5+JKfEKwGLjMOTczYr1z8U1b78SP3v8kvg/ubnHOLTOzk4D/xR+3Ynz/3rPZjXmog/EWjsb3v/4ZvubxbXwSsXp3467B1fiE+jT8dH5L8LXmB7Pz4Ic452YEF4Mm4VsQZeMHq3ybnZuV1/nYBwnfKPyc5zfia1s/xU/T+GZMXuGO51oaxH87MBGf9H0JnOece2o39lsZfP9eiz93f8QnrZ/jvxdC39En4fvb/xw/yNtsfGuruxvwtKuAfwTbhxLXFfja6XvquI/p+OQ+sun9jGCfsWySH/I/+M/2Zfga8W34KRYjR8ZvsFh+LzvnrjWzufjvm9/ij/Nq/PgUf49VzGH2wF+0/N8oy2bgP2siItUKzUsrIiJJzMzOx/ezPaYe/deTRpAATgMucc49kuBwRERERJoc9bkXERERERERSXJK7kVERERERESSnJJ7ERERERERkSSnPvciIiIiIiIiSU419yIiIiIiIiJJTsm9iIiIiIiISJJTci8iIiIiIiKS5JTci4iIiIiIiCQ5JfciIiIiIiIiSU7JvYiIiIiIiEiSU3IvIiIiIiIikuSU3IuIiIiIiIgkOSX3IiIiIiIiIklOyb2IiIiIiIhIklNyLyIiIiIiIpLklNyLiIiIiIiIJDkl9yIiIiIiIiJJTsm9iIiIiIiISJJTci8iIiIiIiKS5JTci4iIiIiIiCQ5JfciIiIiIiIiSU7JvYiIiIiIiEiSU3IvIiIiIiIikuSU3IuIiIiIiIgkOSX3IiIiIiIiIklOyb2IiIiIiIhIklNyLyIiIiIiIpLklNyLiIiIiIiIJDkl9yIiIiIiIiJJTsm9iIiIiIiISJJTci8iIiIiIiKS5JTci4iIiIiIiCQ5JfciIiIiIiIiSU7JvYiIiIiIiEiSU3IvIiIiIiIikuSU3IuIiIiIiIgkOSX3IiIiIiIiIklOyb2IiIiIiIhIklNyLyIiIiIiIpLklNyLiIiIiIiIJDkl9yIiIiIiIiJJTsm9iIiIiIiISJJTci8iIiIiIiKS5JTci4iIiIiIiCQ5JfciIiIiIiIiSU7JvYiIiIiIiEiSi2tyb2bHmdlXZrbMzG6MsvwaM/vCzBaa2btm1j1s2XlmtjS4nRdWPsTMFgX7vMfMLJ6vQURERERERKSpM+dcfHZslgL8FzgGyAfmABOcc1+ErTMa+Ng5V2xmVwCjnHPjzCwXmAscAjhgHjDEObfJzD4BrgJmA28C9zjnpsblRYiIiIiIiIgkgXjW3A8DljnnvnbObQeeB04OX8E5N805Vxw8nA10Df4+FnjbObfRObcJeBs4zsz2Bto552Y5f1XiKeCUOL4GERERERERkSYvnsl9F2BV2OP8oKw6FwGhGvjqtu0S/F3XfYqIiIiIiIg0e6lx3He0vvBR+wCY2Tn4JvhH1rJtffZ5KXBp8HBIVlZWjcGKiIiIiIhIciouLnbOuRY9YHw8k/t8YN+wx12B1ZErmdkY4NfAkc65bWHbjorYdnpQ3jWifJd9AjjnHgIeAsjOznZFRUUNeQ0iIiIiIiLSxJlZSaJjSLR4XtmYA/Q2s55mlg6MB14NX8HMBgF/B37inFsbtujfwFgz62BmHYCxwL+dc2uALWY2PBgl/2fAK3F8DSIiIiIiIiJNXtxq7p1z5WY2EZ+opwCPOecWm9ltwFzn3KvAn4E2wD+DGe2+dc79xDm30cx+h79AAHCbc25j8PcVwBNAJr6PvkbKFxERERERkRYtblPhNSVqli8iIiIiItJ8mVmxcy470XEkUjz73IuIiIiIiDQZZWVl5OfnU1pamuhQpIEyMjLo2rUraWlpiQ6lyVFyLyIiIiIiLUJ+fj5t27alR48eBN2CJYk459iwYQP5+fn07Nkz0eE0OS16qgAREREREWk5SktL6dixoxL7JGVmdOzYUS0vqqHkXkREREREWgwl9slN5696Su5FREREREQS6O6776a4uDhm++vRowfr169v8PbTp0/npJNO2u043n//ffr27UteXh4lJS1+Gvq4U3IvIiIiIiKSQLFO7uuroqIiLvt95plnuO6661iwYAGZmZlxeQ7ZQcm9iIiIiIhIIykqKuLEE09k4MCB9OvXj1tvvZXVq1czevRoRo8eDcAVV1zBIYccQt++fbn55purtu3Rowc333wzgwcPpn///ixZsgSADRs2MHbsWAYNGsRll11G+HTnp5xyCkOGDKFv37489NBDVeVt2rRh0qRJHHroocyaNYu33nqLgw46iBEjRvDSSy9FjX3cuHG8+eabVY/PP/98XnzxRSoqKrjuuuvo378/AwYM4G9/+xuPPPIIU6ZM4bbbbuOnP/3pLvt69NFHOeCAAxg1ahSXXHIJEydOBCAvL6/qlpmZyYwZM3bjaLcsGi1fRERERERanFtfW8wXqzfHdJ999mnHzT/uW+M6b731Fvvssw9vvPEGAIWFhTz++ONMmzaNTp06AXD77beTm5tLRUUFRx99NAsXLmTAgAEAdOrUifnz53P//fdzxx138Mgjj3DrrbcyYsQIJk2axBtvvLFTEv/YY4+Rm5tLSUkJQ4cO5fTTT6djx44UFRXRr18/brvtNkpLS+nduzfvvfcevXr1Yty4cVFjHz9+PJMnT+aEE05g+/btvPvuuzzwwAM89NBDrFixgk8//ZTU1FQ2btxIbm4uH3zwASeddBJnnHHGTvtZvXo1v/vd75g/fz5t27blqKOOYuDAgQAsWLAAgNdee40//elPHHbYYQ04Ey2Tau5FREREREQaSf/+/XnnnXe44YYbeP/992nfvv0u60yZMoXBgwczaNAgFi9ezBdffFG17LTTTgNgyJAhrFy5EoCZM2dyzjnnAHDiiSfSoUOHqvXvueceBg4cyPDhw1m1ahVLly4FICUlhdNPPx2AJUuW0LNnT3r37o2ZVe0r0vHHH897773Htm3bmDp1KiNHjiQzM5N33nmHyy+/nNRUX3ecm5tb4zH45JNPOPLII8nNzSUtLY0zzzxzp+VLly7l+uuvZ/LkyZrPvh5Ucy8iIiIiIi1ObTXs8XLAAQcwb9483nzzTW666SbGjh270/IVK1Zwxx13MGfOHDp06MD555+/09RvrVu3BnxyXl5eXlUebRT56dOn88477zBr1iyysrIYNWpU1b4yMjJISUmpcftIGRkZjBo1in//+99MnjyZCRMmAH7++fqMYh/ebSBSUVERZ511Fg8//DD77LNPnfcpqrkXERERERFpNKtXryYrK4tzzjmH6667rqpp+pYtWwDYvHkz2dnZtG/fnh9++IGpU6fWus+RI0fyzDPPADB16lQ2bdoE+Cb/HTp0ICsriyVLljB79uyo2x900EGsWLGC5cuXA/Dcc89V+1zjx4/n8ccf5/333+fYY48FYOzYsTz44INVFxs2btxYY7zDhg1jxowZbNq0ifLycl588cWqZRdccAEXXHABRxxxRK2vW3am5F5ERERERKSRLFq0iGHDhpGXl8ftt9/Ob37zGy699FKOP/54Ro8ezcCBAxk0aBB9+/blwgsv5PDDD691nzfffDMzZ85k8ODB/Oc//6Fbt24AHHfccZSXlzNgwAB++9vfMnz48KjbZ2Rk8NBDD3HiiScyYsQIunfvXrVs7ty5XHzxxVWPx44dy8yZMxkzZgzp6ekAXHzxxXTr1o0BAwYwcOBAnn322ajPk5eXB0CXLl341a9+xaGHHsqYMWPo06cP7du355tvvuGFF17gscceqxpUb+7cuXU7sILV1CSiucjOznZFRUWJDkNERERERBLoyy+/5OCDD050GAJs3bqVNm3aUF5ezqmnnsqFF17IqaeeWqdto51HMyt2zmXHI9ZkoZp7ERERERERaVS33HILeXl59OvXj549e3LKKackOqSkpwH1RCTuCkvKMIN2GRrtVERERETgjjvuSHQIzY6SexGJu2unfAbAI+cdkuBIRERERESaJzXLF5G4y99UzKqNxYkOQ+rgj28t4cwHP6K8ojLRoYiIiIhIPSi5F5G4KywpY1Px9kSHIbV4Y+EaHpi+nLYZaaSm+H8PLWHQVREREZHmQMm9iMRdYUkZBcVlShSbsJXri7jhxYUM6pbD388dAsBbn3/PRU/OZf3WbQmOTkRERERqo+ReROJqe3klxdsr2F7h76Xp2VZewcTn5pPSyvjbhEGkBbX2m0vK+GDZeo67+31m/HddgqMUERGRkIKCAu6///5Gfc5t27YxZswY8vLymDx5cqM+t9SNknsRiavCkrKqv9U0v2n6vrCUzSXl3HnmQLp2yKoqP2vovrw68XA6Zqdz3mOf8PvXv2Bb+e5doHn1s9W8vnD17oYsIiLSotWU3FdUxKcy5dNPP6WsrIwFCxYwbty4uDyH7B4l9yISV+HJfUFxWQ1rSqJ075jN29eMZEyfPXdZdtBe7Xhl4uGc96PuPPLBCqYtqV8N/ncFJdw/fVnVgIrfF5Yw8dlPmf31hpjELiIikoyeeuopBgwYwMCBAzn33HNZt24dp59+OkOHDmXo0KF8+OGHgJ8L/sILL2TUqFHst99+3HPPPQDceOONLF++nLy8PK6//nqmT5/O6NGjOfvss+k58ilFAAAgAElEQVTfvz8Ad911F/369aNfv37cfffdu8QwdepUzjrrrKrH06dP58c//jEAb731FoMHD2bgwIEcffTRrF27lnPOOYcFCxaQl5fH8uXLd9rX8uXLGT58OEOHDmXSpEm0adMGgEmTJpGXl0deXh5dunThggsuiP3BlCqaCk9E4qqwZEdtvZL7puWbDUU8Pfsbrjv2QFqnplS7XkZaCree3I8zhuxLvy7tAFi2div7d87GzHZZv7C4jDc/X8PLn37HJys2AtAxO51xud2YMKwbz89ZxZXPzOfVn4+gS05mfF6ciIhIbabeCN8viu0+9+oPx/+hxlUWL17M7bffzocffkinTp3YuHEjEydO5Oqrr2bEiBF8++23HHvssXz55ZcALFmyhGnTprFlyxYOPPBArrjiCv7whz/w+eefs2DBAsAn5p988gmff/45PXv2ZN68eTz++ON8/PHHOOc49NBDOfLIIxk0aFBVHMcccwyXXXYZRUVFZGdnM3nyZMaNG8e6deu45JJLmDlzJj179mTjxo3k5ubyyCOPcMcdd/D666/v8pquuuoqrrrqKiZMmMCDDz5YVX7bbbdx2223UVhYyBFHHMHEiRNjcZSlGqq5F5G4UrP8pmlbeQVXPjufyXNWsX5r3c5L/67tMTNWbSzmpL+9z+VPz2NT0c7blmyv4LA/vMtNLy1iw9ZtXDf2AN7/5WjGDe0GQNuMNB7+2SFsL6/ksn/MpbRM4zCIiEjL8t5773HGGWfQqVMnAHJzc3nnnXeYOHEieXl5/OQnP2Hz5s1s2bIFgBNPPJHWrVvTqVMn9thjD3744Yeo+x02bBg9e/YE4IMPPuDUU08lOzubNm3acNppp/H+++/vtH5qairHHXccr732GuXl5bzxxhucfPLJzJ49m5EjR1btKzc3t9bXNGvWLM4880wAzj777J2WOef46U9/ytVXX82QIUPqcaSkvlRzLyJxtXOzfCX3TcX/vbmEz7/bzEPnDql37XmXnEyuPeZA/vTvJRz/1/c5vFcnCoq38+j5Q8lMT+G3J/WhX5f29N2nXdSa/f07t+Ev4/K4+Km53PveMq479sBYvSwREZG6q6WGPV6cc7v8f6ysrGTWrFlkZu76P7l169ZVf6ekpFBeXh51v9nZ2Ts9R12MGzeO++67j9zcXIYOHUrbtm2jxrc7brnlFrp27aom+Y1ANfciElfhTfE3qVl+kzB10Rqe+GglF43oydi+e9V7+1atjEtG7sfL/3M4Wa1TeOvzNeRkpVNeUQnA+GHd6NelfY0/DMb02ZMHfjqYK0bt3+DXISIikoyOPvpopkyZwoYNfvyZjRs3MnbsWO69996qdULN7avTtm3bqpr9aEaOHMm//vUviouLKSoq4uWXX+aII47YZb1Ro0Yxf/58Hn744apB8n70ox8xY8YMVqxYURVfbYYPH86LL74IwPPPP19V/vrrr/P2229XjRUg8aXkXkTiKlRzn5mWoj73TcC28gpueW0xA/fN4YbjDtqtffXr0p53rzmSBTeP5c6zBpKaUr9/Kcf335vs1qkUby/ni9WbdysWERGRZNG3b19+/etfc+SRRzJw4ECuueYa7rnnHubOncuAAQPo06fPTv3Wo+nYsSOHH344/fr14/rrr99l+eDBgzn//PMZNmwYhx56KBdffHFVf/sTTjiB1av9zDUpKSmcdNJJTJ06lZNOOgmAzp0789BDD3HaaacxcODAakfGnzRpEq+++ioAd999N3fddRfDhg1jzZo1tG/fHoA777yT1atXM2zYMPLy8pg0aVLDDprUidW1yUYyy87OdkVFRYkOQ6RFuvW1xbwwN592mWkc2jOXu8blJTqkFm/Z2i20Tk1h39ys2lduBBOfnc9Hyzfw6sTDd5qKT0REJNa+/PJLDj744ESH0ewUFxeTmZmJmfH888/z3HPP8corr8Tt+aKdRzMrds5lV7NJi6CaexGJq8KSMtplptEhO00D6iXYvG824Zyj1x5tm0xiD3DNMQdQVlHJZf+YR8l2DbAnIiKSbObNm0deXh4DBgzg/vvv584770x0SC2SknsRiavC4jJystLokJWuPvcJNHXRGk5/4CP+teC7RIeyi/06t+Gv4/P4Ys1mbnxpYZ0HARIREZGm4YgjjuCzzz5j4cKFzJw5k169eiU6pBZJyb2IxFVhSRntM9Non5mm0fIT5NsNxfzyxYUM7NqeE/vvk+hwojrqoD259pgDeGXBap74aGWiwxEREZFmxsweM7O1ZvZ5WNlkM1sQ3Faa2YKgvIeZlYQtezBsmyFmtsjMlpnZPRaMIGxmuWb2tpktDe47BOUWrLfMzBaa2eB4vUYl9yISV6HkXjX3sbOldMdxLNpWTkHx9qpbYXEZm8OWby4tY+Jz8zHg3rMHk57adL/2rxzdiytG7c+Yg/dMdCgiItKMqYVYctuN8/cEcFzEvsY55/Kcc3nAi8BLYYuXh5Y55y4PK38AuBToHdxC+7wReNc51xt4N3gMcHzYupcG28eF5rkXkbgqKAk1y09jc2kZFZWOlFaxmzu1pZkydxW3vLqYxbcei5lx00uLePWz1Tut07lta+b8egwA10xewML8Qv5+7pAm1c8+GjOrGsHfOUdhSRk5WekJjkpERJqTjIwMNmzYQMeOHWM6l7s0DuccGzZsICMjoyHbzjSzHtGWBbXvZwFH1bQPM9sbaOecmxU8fgo4BZgKnAyMClZ9EpgO3BCUP+X8VYnZZpZjZns759bU+0XUQsm9iMRVaEC9nKx0nIPNJWV0yFbC1hDOOf4+Yzmtw2rfTxvchUHdcoLlviwzPaVq+bih3ThneHdGHbhHo8a6u256aRGf5Rfy0hWH7fR6REREdkfXrl3Jz89n3bp1iQ5FGigjI4OuXbvGerdHAD8455aGlfU0s0+BzcBvnHPvA12A/LB18oMygD1DCbtzbo2ZhX58dQFWRdlGyb2IJI/Ssgq2l1f6ZvnZaQBsKt6u5L6BPli2nuXrirjzzIFVtQ2jDtyDUQdWv80xfZKziftx/fZi8txV/PLFhdwzPk+1KyIiEhNpaWn07Nkz0WFIfKSa2dywxw855x6q47YTgOfCHq8BujnnNpjZEOBfZtYXiPaDpLZ+Ag3ZpkGU3ItI3BQEfexzMtPJyfQJvfrdN9yTH62kY3Y6Jw3cO9GhxN2oA/fg+mMP5E9vfUWb1ilcO/ZAOrVpneiwREREpOkqd84dUt+NzCwVOA0YEipzzm0DtgV/zzOz5cAB+Fr38GYDXYFQ/8gfQs3tg+b7a4PyfGDfaraJqaY7spKIJL3CEp/It89MIyfL19xrxPyGyd9UzLtL1jJhWDdap7aMZupXHLk/F43oyZS5+Vzw+BwNgCQiIiLxMAZY4pyram5vZp3NLCX4ez/8YHhfB83ut5jZ8KCf/s+AV4LNXgXOC/4+L6L8Z8Go+cOBwnj0twfV3ItIHIUn9x2CgdEKVHPfIF1yMnnm4kPp1blNokNpNGbGb0/qw9mHdmNT0XbMjKJt5Uyes4qzD+1GRlrLuMghIiIiu8/MnsMPeNfJzPKBm51zjwLj2blJPsBI4DYzKwcqgMudcxuDZVfgR97PxA+kNzUo/wMwxcwuAr4FzgzK3wROAJYBxcAFMX9xASX3IhI3oVr68OR+k2ruG8TMOGz/TokOIyH279wGOvu///PF99z2+hc8NPNrrhrTmzOHdCU1RY3QREREpGbOuQnVlJ8fpexF/NR40dafC/SLUr4BODpKuQOurGe4DaJfRCISN6Ga+5ysNNpmpNLKVHPfEC/Oy+eWVxezrbwi0aEk3KmDuvLcJcPZOyeDm15axDF/mclrn61Wk30RERFp8ZTci0jchJL7dplptGpltM9MU819PTnn+PvM5cxZuZF01VAD8KP9O/LSFYfx8M8OIT2lFc9+/G2iQxIRqZvijTDvyR1zl4qIxJB+KYpI3GwuKcMM2rb2PYA6ZKWr5r6eZi3fwH9/2Mr5h/XQdHBhzIxj+uzJm1cdwb1nD8LMWFNYwrmPfsw3G4oSHZ6ISHSLXoDXfgEFuigpIrGn5F5E4qagpIz2Qa09+Ob5BSWqua+PJz5aSW52Oj8euE+iQ2mSUloZHYMp8lasL2LBtwXc8uriBEclIlKNrd/7++L1iY1DRJolJfciEjeFQXIf0iErnU1Fqrmvq1Ubi3nnyx+YMGxfjQxfB4ft34nLR+3PtK/WsXh1YaLDERHZ1dZg2uvijTWvJyLSAEruRSRuIpP7nKx0zXNfD2ZwxpCu/PTQ7okOJWmcM7w7bVqncv/05YkORURkV0VBjX3xhsTGISLNkpJ7EYmbguLI5D6NTepzX2ddO2TxpzMGsk9OZqJDSRrtM9M490fdeXPRGlasV997EWliioKa+yI1yxeR2NM89yISN5tLyujaYUdi2iErjZKyCkrLKtTMvBazlm8gKz2FgfvmJDqUpHPh4T05YM827NtBF0VEpInZus7fq+ZeROJANfciEjfRmuWHyqV6zjlufW0xN760SPO3N0Dntq05dVBXUjV1oIg0Jc7tqLlXci8icaBfPiISF845CkrKyMnaeUA9QHPd1+LjFRtZ8v0Wzj+su6a/2w2PvP819763NNFhiIh427ZAean/W8m9iMSBknsRiYui7RVUVLqI0fL93xoxv2ZPfLiSnKw0Ts7rkuhQktoXqzdz37TlbCzSxSQRaQKK1u34W6Pli0gcKLkXkbgINb2P1ixfI+ZX77uCEv7zxfeMH9pN4xLspitG7U9JWQVPfLQy0aGIiOxI7tPbap57EYkLJfciEhehBD5ytHxAI+bX4KvvN9MuM41zhndLdChJr/eebRnbZ0+e+HAFW7eVJzocEWnpQnPc73GQmuWLSFzENbk3s+PM7CszW2ZmN0ZZPtLM5ptZuZmdEVY+2swWhN1KzeyUYNkTZrYibFlePF+DiDTMjpr79KqyUJ/7ghLV3FfnqIP25JNfjaFrh6xEh9Is/M/oXmwuLefZj79JdCgi0tKFBtPrfBCUbILKisTGIyLNTtymwjOzFOA+4BggH5hjZq86574IW+1b4HzguvBtnXPTgLxgP7nAMuA/Yatc75x7IV6xi8ju2xylWX5megqtU1tRoJr7qNZt2UanNumkp6pRVazk7ZvDFaP2J2/fDokORURautA0eJ0PBFcJpYWQlZvYmESkWYnnPPfDgGXOua8BzOx54GSgKrl3zq0MllXWsJ8zgKnOueL4hSoisRZK4NuHjZYPvvZ+kwY424Vzjp899gk9OmbxwDlDEh1Os3LDcQclOgQREd/nPjMX2uzlHxdvUHIvIjEVz+qhLsCqsMf5QVl9jQeeiyi73cwWmtlfzKx1QwMUkfgJNcvPydw5uc/JSlOf+yjmrNzEl2s2M/KAzokOpVlaU1jCX97+L+UVNV1LFhGJo6K10GaPHQl9kQbVE5HYimdyH21yZlevHZjtDfQH/h1WfBNwEDAUyAVuqGbbS81srpnNLS/XQEoija2wpIzUVkZW+s4jvudkpWm0/Cie/Ggl7TPTOEXT38XFwvxC/vruUt5YtCbRoYhIS7V1HWR3hqyO/rEG1RORGItncp8P7Bv2uCuwup77OAt42TlXVc3nnFvjvG3A4/jm/7twzj3knDvEOXdIamo8ex+ISDSFJWW0z0zDbOfrfB2y0ikoUc19uNUFJby1+HvGD92XzHRNfxcPxxy8J733aMP905ZTWVmv68wiIrFRtNYn99md/GMl9yISY/FM7ucAvc2sp5ml45vXv1rPfUwgokl+UJuP+YzhFODzGMQqIjFWUFK2S3978HPdq+Z+Zy/My8c5xznDuyc6lGarVSvjilH789UPW3hvydpEhyMiLVHRet8sPzNolq/kXkRiLG7JvXOuHJiIb1L/JTDFObfYzG4zs58AmNlQM8sHzgT+bmaLQ9ubWQ98zf+MiF0/Y2aLgEVAJ+D38XoNItJwm4Oa+0gdstIoKC7DOdWehlx+5P48d8lw9s3V9Hfx9OOB+9AlJ5P7pi/T+09EGldZKWzb7Gvu07MgLUvJvYjEXFzbqzvn3gTejCibFPb3HHxz/WjbriTKAHzOuaNiG6WIxENhSRm52em7lHfISqe80rFlWzntMnZN/luST1ZspKB4O2P77sWh+3VMdDjNXlpKK64c3Yu5KzeyrbySjDR1gRCRRhKa477NHv4+q6OSexGJOXVGF5G4KCguY79O2buUh5rqFxSVtdjkfuX6Iv4wdQlvLf6e/l3ac0yfPXcZm0Di4+xDu3H2od0SHYaItDShOe6zgxlRsnKV3ItIzCm5F5G4KKy2Wb6vzS8o2U43WlYz9MLiMu55bylPzVpJWkorrj3mAC4+Yj8l9gmweHUhrVNT6LVHm0SHIiItQajmPjtUc99Jyb2IxJySexGJucpKx+bS6vvcAy1yrvv5qzbx2IcrGHfIvlxzzAHs0S4j0SG1SKVlFUx4aDaH7d+JB88dkuhwRKQlKApq7tuEau47wsbliYtHRJolJfciEnNbSstxDtpFSe5zQjX3LWDEfOcc73y5lvxNxVxweE9GHdCZadeOokeU7grSeDLSUvjZj3pw3/RlLFu7VbX3IhJ/WyNr7jtC8cbExSMizVI8p8ITkRaqMJjHPpTIh6uquS9q3sn9598VcvbDH3PJU3P559x8yisqMTMl9k3EBYf3oHVqKx6coZozEWkEReugdTtIC1psZXX0o+eXb0tsXCLSrCi5F5GYCyX30Zrlh8qaa7P80rIKfvnCZ/z43g9Y8v1mfndyX16ZeDipKfq6bUo6tmnN+KHd+Nen3/FdQUmiwxGR5m7rWsjutONxVmiue9Xei0js6NemiMRcQYmvlY+W3KemtKJtRmrVBYDmZmF+Ia8vXMN5P+rB9OtHc+6PepCmxL5JunTkfmS3TmXpD1sSHYqINHdF63Y0yYcdib4G1RORGFKfexGJuR3N8qNPddchK51NzbTP/bCeuXzy6zG0aa2v16Zun5xMPrzxKJ0rEYm/onXQqfeOx1kd/b2SexGJIVUniUjM1dQsH3y/++bYLL+wpAznnJLFJBI6Vy/Nz+fz7woTHI2INFtb1+5cc6/kXkTiQMm9iMRcbcl9TlZ6sxwt/8pn5nPRk3MTHYbU09Zt5fzpra/4xXOfUrStPNHhiEhzU1EGJRuhjZJ7EYkvJfciEnOFxWW0Tm1FRlpK1OU5WWnNrln+V99v4YNl6zmkR4dEhyL11KZ1Kn8Zl8eKDUXc8uriRIcjIs1N0Xp/Hz6gXmbwv0LJvYjEkJJ7EYm5wpKyamvtwfe5LyhqXs3yH/9wBRlprZgwtFuiQ5EG+NH+Hfn56F78c14+ryz4LtHhiEhzUhQxxz1AShpktFdyLyIxpeReRGKutuQ+JyuNLdvKKauobMSo4mfD1m289Ol3nDa4Kx2y0xMdjjTQL47uzZDuHfj1y5+zqah5tSwRkQQqWufvw5vlA2R1UnIvIjGlUZ9EJOYKisuqHSkffM09+IsAndq0bqyw4uaFeflsL6/kgsN6JDoU2Q2pKa346/g8Pv+uUBdpRCR2tgbJfXbnncuzOiq5F5GYUnIvIjFXWFLGPjkZ1S4PJf4FxdubRXJ//uE9OGjvdvTes22iQ5Hd1LVDFl07ZAGwdkspe7St/n0sIlInoWb5u9Tcd4TC/MaPR0SaLTXLF5GYKywpo12NzfJ9rWhzmQ6vdWoKRx7QufYVJWl8sHQ9I/44jQ+Wrk90KCKS7LauhdQMSG+zc7lq7kUkxpTci0jM1T6gnl+W7P2anXNc8fQ8XpqvmpfmZkj3DnTLzeLqKQvYsHVbosMRkWRWtN4Ppme2c3lWrk/unUtMXCLS7Ci5F5GYKq+oZOu2cnIyq++zHOpzX1CS3DX3877ZxNTPv6d4e0WiQ5EYy0xP4W8TBlFYUsZ1//yMykr9+BaRBipaC22itO7K7gQV22B7UePHJCLNkpJ7EYmpzaXlALTPrH5Ij/A+98nssQ9X0D4zjdMGd0l0KBIHB+/djt+ceDDTvlrH4x+tTHQ4IpKstq7beRq8kKyO/l5N80UkRpTci0hMhRL29jWMlt+mdSqprSyp+9znbyrmrc+/Z8KwbmSla2zS5urc4d05tu+ebA0uWomI1Ft1NfdVyb3G9hCR2NAvUhGJqcKgqX1NzfLNjJystKSuuX9q1jeYGT/7UfdEhyJxZGY88NMhtGplta8sIhKpsjLoc19Tcr+xcWMSkWZLyb2IxFQoua9ptHzwI+ZvKkremvsRvTrRPjONfXIyEx2KxFkosf9o2XpmLF3HTccfnOCIRCRplGwCV6Fm+SLSKNQsX0RiKpTc1zRaPvgR8wtKkrfmfuQBnblydK9EhyGNaPbXG/j7jK+Z8d91iQ5FRJJF1Rz3NdXcK7kXkdhQci8iMVXVLL+GPvd+eToFSdjnvrLS8eCM5fywuTTRoUgj+/nRvdmjbWue+HBFokMRkWSxNUjuo9XcZ7QHS1FyLyIxo+ReRGKqsLjuNfebkrDP/fT/ruUPU5cw+2v9GGtp0lJaMX5YN6b/dx3fbihOdDgikgyKgpY+0frcm/na+yINqCcisaHkXkRiqrCkjKz0FNJSav56yclKZ1NxGc4l1/zhj32wkr3aZXBC/70THYokwNnDutHKjGc+/ibRoYhIMgjV3LeJUnMPPrlXzb2IxIiSexGJqYKSMnJqqbUH32x/e3klJWUVjRBVbHz1/RY+WLaenx3WvdaLF9I87dU+g0tH7keffdolOhQRSQZF66BVKmTkRF+e1VGj5YtIzGi0fBGJqcKSslpHygfokOWnyisoLkuaeeIf/3AFGWmtmDC0W6JDkQS64biDEh2CiCSLorW+SX6rai4IZ3eEtUsaNyYRabZU9SQiMVVYUlZrf3vwfe6BpOl375xje0UlZw7Zlw7Z6YkORxJsc2kZryz4LtFhiEhTt3Vd9P72IWqWLyIxlBzVZSKSNAqLy+jeMavW9XLCau6TgZlx11l5STdGgMTHS/PyueW1L+jZKZsBXatpbisiEqq5r05WRyjZCJWV1dfui4jUkb5FRCSmCkvKap0GD3Y0y0+Gmvvt5ZUsW7sF8Em+yGlDupKVnsI/ZmlgPRGpwdZ11Q+mBz65d5VQWtB4MYm0UGb2mJmtNbPPw8puMbPvzGxBcDshbNlNZrbMzL4ys2PDyo8LypaZ2Y1h5T3N7GMzW2pmk80sPShvHTxeFizvEa/XqOReRGKqrs3yc6qa5Tf9mvs3F61hzF0zWbBKP77Ea5eRximDuvDqZ6spSIILVCKSAM75AfVqq7kHNc0XaRxPAMdFKf+Lcy4vuL0JYGZ9gPFA32Cb+80sxcxSgPuA44E+wIRgXYA/BvvqDWwCLgrKLwI2Oed6AX8J1osLJfciEjPbyisoKauoV3Jf2MQTI+ccj36wgv07ZzOgS/tEhyNNyDmHdmdbeSUvzMtPdCgi0hRt2wwV22qvuQcl9yKNwDk3E6jr9BQnA88757Y551YAy4BhwW2Zc+5r59x24HngZPNNO48CXgi2fxI4JWxfTwZ/vwAcbXFqCqrkXkRiprDE18K3z6p9wLnWqSlkpac0+Zr7Jz9ayaLvCrlwRE9atVKTfNmhzz7tOKR7B75YvTnRoYhIU7R1nb/PVnIv0sRNNLOFQbP9DkFZF2BV2Dr5QVl15R2BAudceUT5TvsKlhcG68ecknsRiZnNoeS+DjX34PvdN+U+99OWrOW2179gzMF7Ml7T30kUT100jLvG5SU6DBFpiorW+vvsTtWvE0rui9bHPx6R5i/VzOaG3S6twzYPAPsDecAa4M6gPFqNjmtAeU37ijmNli8iMVNYz+Q+JyutSY+WX7S9nLx9c/jr+DxSVGsvUWSl+3+jW0rLaJtRt/e9iLQQRUHNvZrlizSWcufcIfXZwDn3Q+hvM3sYeD14mA/sG7ZqV2B18He08vVAjpmlBrXz4euH9pVvZqlAe+rePaBeVHMvIjETStRz6pHcN8Wa+8pKfzH1pAH78MLlh5HdWtdBpXqvL1zNIb9/h1UbixMdiog0JVtDNfc1JPfpWZCaqeReJEHMbO+wh6cCoZH0XwXGByPd9wR6A58Ac4Dewcj46fhB9151fq7kacAZwfbnAa+E7eu84O8zgPdcnOZWVnIvIjFT/5r7dAqbWM19aVkF4x+azb8+/Q5A/eylVoO6daCsopJnP/k20aGISFNStA6wHbXz1cnuBMVxqcQTkTBm9hwwCzjQzPLN7CLgT2a2yMwWAqOBqwGcc4uBKcAXwFvAlc65iqBWfiLwb+BLYEqwLsANwDVmtgzfp/7RoPxRoGNQfg1QNX1erKk6SkRipr7JfYcmVnNfWem4dspnzPlmIxcf0TPR4UiS6JKTydEH78nkOav4f2N60zo1JdEhiUhTsHWtT+xTavm5nZWrmnuRRuCcmxCl+NEoZaH1bwduj1L+JvBmlPKv8aPpR5aXAmfWK9gGUs29iMRMqFl+u3oMqFdYUlbVDD7R7nz7K95YtIZfHX8wY/vulehwJImcO7w7G4u2M3XR94kORUSaitrmuA/J6gjFGlBPRHafknsRiZnCkjLaZqTWefC5nKx0Kh1sLk180/wX5uVz37TlTBi2r2rtpd5G9OpEz07ZPD37m0SHIiJNRdE6aFPX5F419yKy+9QsX0RiZnNJWZ2b5MOOgfc2FZeRk5Uer7Dq5JsNRYzo1YnbTu6HmfrZS/20amX88fQB7NUuI9GhiEhTsXUtdBlS+3pZHdXnXkRiQsm9iMRMQT2T+w7Zft2C4u1AdpyiqplzDjPj2rEHUlZRSVqKGjRJwwzrmZvoEESkKSlaV/M0eCFZnWDbZijfDqmJvdAtIslNv2JFJGYKS8rIyapHzX1QW5+oue4Lircz7qHZLFhVAKDEXnbbl2s2c8XT86oGlxSRFmp7MWzfWsc+98GFwew95MUAACAASURBVBLV3ovI7tEvWRGJmcL61twHyX0iRszfXl7J5U/PY8G3BZRVVDb680vzVFHpmPr597w4Lz/RoYhIIhWF5rivY597gCINqiciu0fJvYjETEFxfZP7HX3uG5Nzjt/8axGzv97IH8/oz9Aeak4tsdGvS3sGdcvh6dnf4FzTmAVCRBIglKjXqVl+kNxrUD0R2U1K7kUkJpxzwYB6de8v2DYjDbNQn/vG8+CMr5kyN59fHNWLUwd1bdTnlubv3OHd+Xp9ER8u0w91kRZrawNq7pXci8huUnIvIjFRWlbJ9orKetXcp7Qy2memNWqf+7KKSmZ/vYGTBuzN1ccc0GjPKy3HCf33Jjc7nX/MXpnoUEQkUULN8utSc5/dyd8ruReR3aTR8kUkJgpKfO17fZJ78P3uG7PPfVpKK568cBiVlU5T3klcZKSlcMWR+7O9orJqNgYRaWG2rvP3dam5z+zg7zUdnojsJiX3IhITodHB6zNafmj9xqq531JaxpbScvbJyaRVKyVcEj+XjNwv0SGISCIVrYXW7SG1de3rpqRBRnso1oB6IrJ71CxfRGKiMEjQm3LN/bMff8vIP03ju4KSRnk+adnKKiqZumgN28s1G4NIi1O0DtrUodY+JKujmuWLyG5Tci8iMRGqua9vcp/TSH3uyysqefKjlRzSowNdcjLj/nwis7/ewBXPzGfynG8THYqINLat6yC7Dv3tQ5Tci0gMxDW5N7PjzOwrM1tmZjdGWT7SzOabWbmZnRGxrMLMFgS3V8PKe5rZx2a21Mwmm1ndh+YWkbgpaGhy30g191M//57VhaVcNELNpaVxjOjVieH75fKXd5ayubRxp3sUkQQrWlvPmvtOSu5FZLfFLbk3sxTgPuB4oA8wwcz6RKz2LXA+8GyUXZQ45/KC20/Cyv8I/MU51xvYBFwU8+BFpN42h5L7eva575CVRvH2CraVV8QjrCqPfrCCHh2zOPqgetSkiOwGM+M3J/ZhU/F27pu2LNHhiEhj2rq2ATX3GlBPRHZPPGvuhwHLnHNfO+e2A88DJ4ev4Jxb6ZxbCNSpQ6L5IYePAl4Iip4EToldyCLSUIUlZbQyaJNev3E6c7J945vCODbNX7m+iEXfFXLhiJ4aSE8aVb8u7Tl1UBce/2AlqzYWJzocEWkM5duhtKBuI+WHZOVC0XpwLn5xiUizF8/kvguwKuxxflD2/9m77/gqy7OB47/7JCf7ZAdICHtEQQRkKAoIiltRW/f21TqqddTV1r6tVl/bWmtbR91axVVwD4aIDAfK3hBWGEnI3snJOud+/7jPSULmWSGD6/v58HmS5zzjjmac67mv+7o8FaaUWqOU+lEp5Q7gE4ASrXW9j9cUQnSSkqo6osOtXgfPca6Z/uJODO4HJ0by7YMzuWRCaqfdQ4i2PHBWGiP6RlFYeeRaPgohupC76r23BfUcNVBb2TljEkIcFTqzFV5r7/C9eRw5UGudrZQaCnyjlNoMlHl6TaXULcAtACEhsixfiM5Waq8j1sv19gCx4ebns7PW3TucmiCLIkWK6IkukhwTzhe/mir97oU4WlTkma23aflg1t2HRgV+TEKIo0JnztxnAgOafJ4KZHt6stY627XdCywDxgMFQKxSyv1Qos1raq1f1lpP1FpPDA7uzGcYQggwwb23xfTA9LkHKOmk4P6vC3dw/eurcDgl1VF0HaUUlTX1vP3jfrSk3QrRu1Xmm22UF8F9ZKLZSlE9IYQfOjO4Xw2McFW3DwGuAD7r4BwAlFJxSqlQ18eJwCnANm3eES0F3JX1rwc+DfjIhRBeK7GbtHxvxbnW3HdGO7yKmnre++kA0eFWgmStvehiC7bk8PtPtjB/c05XD0UI0ZkaZu69TMsHKaonhPBLpwX3rnXxdwKLgO3AXK31VqXUn5RSswGUUpOUUpnApcBLSqmtrtOPBdYopTZigvm/aK23uV57CPi1Umo3Zg3+a531NQghPFdmryM2wvslMJ255n7emoOU19Rz09QhAb+2EN66eHx/juln4y8Lt3d6dwghRBdyz9z7FNwXBH48Qnhi/0rY9pkUdezhOjVfXWs9H5jfbN8fmny8GpNa3/y8H4AxbVxzL6YSvxCiGzFp+d7/Sgm3BhESbAl4Wr7DqXnj+31MGBTHuAGxAb22EL4IsigePu9Yrn1tFW/+sI9bpg/r6iEJITpDZT5YI7xbOx8Rb7aSli+6gtbw8a1Qsh+Gz4Lz/wGxA7t6VMIHnZmWL4Q4SmitfV5zr5QiNtwa8IJ6X2/P5UBRlczai25l2ogkZqQl8ew3uymS6vlC9E4Ved7N2gOExoAKkuBedI38HSawH3m2mcH/9xRY9Qo4PepWLroRCe6FEH6rqKnH4dQNle+9FRcREvC0/JOGJvDo7NGcOapvQK8rhL8ePvdYxg2IpbKmvuODhRA9T2Wed8X0ACwWk5ovwb3oCukLzPb8f8AdP8KAE2H+/fDGOVCwq2vH5ilZTgBIcC+ECIBSuwnM25q5L7XXNRzTmtgIK6UBDu5jwq1cf/JggoPk15zoXkb0tTHnphMZEB/R1UMRQnSGinzvZ+5BgnvRddIXQMp4iE4x6fjXfAgXvWBm9F84Bb79OzgCXxspoGoru3oE3YK86xVC+M0duLdVLX/2c98x9tGv2mwBZmbuA5ei/K+vd/HFJo87bwrRJbJL7Lz2XUZXD0MIEWiVfgT3lRLciyOsIh8yV8PIcxr3KQXjroI7VkHa2bDkT/DKTDi08ciMSWvYNA+K93t+TnVJ542nB5HgXgjhN/ese1sz99W15vUf9rT+piUu0hqwtPzcsmqe/WYXa/cXB+R6QnSWTzdk89gX2/hhj1THFqLXcDpMxXtv0/LBFNWTmXtxpO1aBGhIO6fla7a+cNlbcPnbppbEyzPh60egzt65Y8pYDh/dDG/NhkoP/0ba5X0fSHAvhAgA98x9bETrwf2K1JdIDK7i5RV7W309JjyEkqraNmf2vfHWyn04tObGk6WQnujebjxlMP1jw3n8i+04nLJWUIheoaoItBMifQnuJS1fdIH0BRCdCv1abVRmHHsB3PETjLsSvvsHvDjVFN7rDFrDN4+bn6HyHHj/Kqir7vg8Ce4BCe6FEAHQ3pp7e60DS+4Wbgj7nuU780nPKW9xTFyElXqnpsLPAmP2Wgfv/HSAM0f1ZWCCrGcW3VuYNYgHz05j26EyPlqX2dXDEUIEQmWe2Ub5kJYfmQj2IqlQLo6cumrY841JvVeq/WPD4+DC5+HaT8BRC2+cDd8/E/gx7frKLBM47WG4+CU4+BN8cnvHPxcS3AMS3AshAqCkneD+ne/SGVX0JBc4v26zcn1chKmyX+Jnav6H6zIpqarjpqlD/bqOEEfK7LEpjB0Qy1NfpVNVK9XzhejxKlzBva9r7rVT1g6LIydjBdRVtZ6S35ZhM+GXP0LaefDNY1C4J3DjcTrNrH3cYBh3NYy+CGY9Cls/gqX/1/65dvm5AQnuhRABUGqvwxqkiAgJavFaemYuMVQwyHmQly8dRlo/W4tj3On8/gb3fWyhXDy+P5MGx/l1HSGOFKUU/3vescwY2YfaepmtE6LHc68P9jUtHyQ1Xxw56fMhJAoGT/PuvJBIOP9pCAqBRQ8Hbjw7PoecTTDjtxDkmjA65W444Tr49ilY/3bb58rMPQDBXT0AIUTPV2qvIybcimolpWtnbgVpFlfKcdkhDtpD2ZVXzmnHNM7ix0WamXt/K+afObofZ47u59c1hDjSJg6OZ+Lg+K4ehhAiEPxJy49w/R6oKgRGBGxIQrRKa9i5EIadBsGh3p9v6wfTH4Cv/wi7voYRs/wbj9MBS5+AxJEw5tLG/UrBeU9DyQH4/G6IGQBDT215vgT3gMzcCyECoLSqrtU2eE6nZmcJpKkDZkd5Nk/M3869/91IZZP19XGumXt/gvsvNx2ivLqb92AVoh0bD5bwShtFJ4UQPURFnpnNDIv1/lyZuRdH0qENUH4I0s71/Ron3Q7xw2Dhb6Dez5bGWz6E/B0w83dgaZYJGmQ1VfsThsPcayE/veX5EtwDEtwLIQKg1F5HbCvBfWaxHbvDQlqQq+d8eQ43TxtKqb2OeWsONhwXE+7fmvsdOWXc8e463v7xgE/nC9EdfL4xmycWbOdAYVVXD0UI4St3j/uOipO1JiLRbCW4Pzoc2ghf3t91BRTTF4CywIgzfb9GcCic/Wco3AWrXvL9Oo46WPZn6DsGjr2w9WPCYuCquebh2TuXQkX+4a9LcA9IcC+ECAB3Wn5z4SFBPJTwHZP7uZ7Alh1iwqA4JgyK47XvMxraf/m75v717zIIs1q4cvIA374AIbqBG6cOQWv4bGNWVw9FCOGrynxT9d4XMnN/dFn9Kqx+xcxWd4X0BTDgRIhM8O86I8+C4WfA8icbC0p6a+N7ULTXVMi3tBOexg2CK/8LFbmuFnn2xtekECUgwb0QIgBK7LWtBvdJtlBu13MZ0r8fhMeb9C/gF9OGcLDIzqKtOQBYgyzYQoN9SsvfeLCEj9ZlcemEAcS6qu4L0RP1jw1n0uA4PtuY3dVDEUL4qiLPt2J6ACEREBzeWJRP9G57l5tt1pojf+/STFO4buTZgbne2X82gfaSR70/t77GPBjoP8Gz8aROgJ+9bNrlNW2RJzP3gAT3QogAKK2qazWw3r4vm7zKekgYBtEpDcH9GaP6MbxPFBkFlQ3HxkZaKfEyuK+oqeeu99fTNzqM+89M8++LEKIbmD02hZ25FezIKevqoQghfFGZD1E+BvdgZu+rigI3HtE9Fe+Dkv3m48zVR/7+6QvM1p/19k0ljoCTbjPV7LPWenfuureg9CDMfNjz5SyjLoQzHoWtH8PSx80+aYUHSHAvhPCT06kpr6lvtaDevfM289u6m02xFVs/KDMzkkEWxYK7p3HHzOENx8ZFhFDsZVq+vdbBgLgI/nnFOGIiWt5fiJ7m3DHJpMaFc6ikuquHIoTwltaNa+59FREvaflHg4wVZhs7CDK9DIYDYedC894sMYBdGaY/aLJWFjzkeR2BOjuseAoGnmyq9nvj5Ltgwg3w7d9h3RyZuXeR4F4I4Zfy6nq0pkVafp3DyZ7iOkaoTDNzb0uG8pyG161B5tePu3hYTLj3M/dJtlDm3DSZSdJGTPQSCVGhfPvgTGYe48fMnxCia1SXgKPWv5n7yEQJ7o8GGSsgqi+MvQLytkFN+ZG7d025uX/aOb4VfmxLWDTMesRkImye69k5q1+Dihw47ffej0UpOPcpGDoTvrgHaiu8HXGvJMG9EMIvJXYTkDcP7vcVVFLnVKRZDkLcEJOWX5kHjsYWeO+vOsCpTy0lo6CSuIgQSuyezdwfKKzitjlrySuvRgXyD5MQ3YBSCodTUyatHYXoWdxr5f2auU+Q4L6309oE10OmQ+okQEP2+iN3/z3fmIdQaecE/tpjrzRr5xf/oeMHFjUV8N3TJjgffIpv9wuywmVvQkIAMxB6OAnuhRB+KXUF5M1b4aXnml/qI6NqTJEgWz/QThPgu5x+bF+sFguvfbeXuAgrxZUdz9zXOZzc9f56vt9TQG19F7WPEaIT1TuczHhqKU8taqWPrxCi+3JXCpfgXrQnP91Uex8y3QTCcGTX3acvhLBYGHBS4K9tscA5T5qvb8VT7R/704vme/203/t3z7AYuHqu+e8pJLgXQvjHHdw3X/O+M6ccC06GJUWZHbYUsy071HBMki2Ui8f3Z96aTEKCLZRV11PvaD9g/+fXO9lwsIS//Ox4UuMiAveFCNFNBAdZOL5/LF9uOtThz4MQohtxP7z2t6BeTRnUe989RvQQ7vX2Q6abGgvxw47cununA3YtMr3tg4I75x6pE2HsVbDyeSjc0/ox9hL44RkYeY453l+xA+H6z/2/Ti8gwb0Qwi/u3vTN0/J/PiGVf0e9RljiILPD1s9syw9v83XztCHU1DvZlWfWSpW2k5r/w54C/r1sD5dPHMB5xycH6CsQovu5YGwKhZW1fL9HZvCE6DEq8s3W11Z4YII9ALtUzO+1MpabQnpxg83nqZPMzL3WnX/vzNVmtrwzUvKbmvVHCA6DRb9r/fWVz0N1Kcxs43XhMwnuhRB+aSstf1BEHWfXL4X4oWZHtGvmvklRPYARfW3MTEtiS1YpQJsV87XWPLUonSGJkfxx9qgAfgVCdD8z0pKwhQXz2QbpeS9Ej1GZB8rSGKD7IiLRbCU1v3dyOmDft4enkKdONN87pQc7//7p88ESDMNP79z72PrBqQ+Yqvy7Fh/+WmUh/PhvGHURJB/fueM4CklwL4Twizu4b9oKr7rOwdzvtpCt402lfDBvWCzBDe3wmvrThcfx2IXHua7XeiqiUoo3bpjMK9dNJCKkk1LJhOgmwqxBnHNcPxZtzaG6ztHVwxFCeKIy36TVW4J8v0ZEgtlKcN875WwyM9ZDTm3c505LPxLr7tMXwOCpZp16ZzvxdrPkYOFvDl9m8v0/oa5KZu07iQT3Qgi/lNrrCA22EGZtfDOzO6+CB5eUssE53PxiB1NkJapfi5l7gAHxEaTEhgNQVNEyuF+7v5jaeicxEdbGNfxC9HI3TR3Ki9dMaGgbKYTo5iry/UvJh8bg3l15X/QuTdfbu/U9zqSwZ67p3HsX7oGCnZB2bufexy04BM7+CxTuhlUvmX3lObDqFRhzGSSlHZlxHGXkHYMQwi+lVXXENiuml57jqpSvMiF+SOML0ckt1ty72WvN7OTKvYfPVqTnlHPVKz/y14U7AjhqIbq/tH42po5IJMgi7R6F6BEq8yDKj0r5IDP3vd3e5ZB0DNj6Nu4LskLyuM4P7tMXmO3Iszv3Pk2NPNMU71v2VyjPhW+fNm34Zjx05MZwlJHgXgjhl1J7XYtiejtzywlRDgbHBIE1vPEFW7/DquU3NaKfmZFfsr2xVV51nYO73luPLczKbacOC/zghejmDhZV8ef526XnvRA9QUVeAGbuXev1q6SgXq9TXwsHVrbesi11Ihza2LldEtIXQJ/REDeo8+7RmrP+DPXV8NmvYO0bMP7qxnpMIuAkuBdC+KXEXtsiuE/PLWeYtZDghMGHH2xLaTUtHyA+IgSlYH9RFZszTXG9J+ZvJz23nKcuPZ4kW2hnDF+Ibq2gooaXVuxl0ZbWf26EEN1IZb5/bfDAzOKGxcjMfW+UtdasNW+63t4tdSI4aiB3c+fcu6rIPFhIO4Kz9m6Jw+Gk200LPoDpDx75MRxFJLgXQvil1F5PTHjIYft25VaQxr7GYnputn5QUwq1lS2uo5QiNtxKsEXxyrd7Wbwtl7dW7uemqUOYkebnmyUheqhxA2IZGB/BZxular4Q3VptpQncIhP9v1ZEggT3vVHGckDB4FNavpY6yWw7KzV/99egHUduvX1z0x8wNZhO/hXEDuiaMRwlJLgXQvilrJW0/E9vHs0Dak5jMT23NtrhucVHhjAgPpwvNx/ComD22BQePFsKroijl1KK2WNT+H53AfnlNV09HCFEWypcS8r8TcsHV3AvBfV6nYwVkDwWwuNavhbd3xQd7qzgPn2B+d5MOaFzrt+RsGi4czWc/oeuuf9RRIJ7IYRfWltzn1iTSX9V2HJNlS3ZbFtphwcQFxFCXEQIf7vkeKaNSOKZK8cTGuxHSyEheoELx6Xg1PDlJpm9F6Lbqsw3W3/T8kFm7nuj2io4uAqGtpKSD6CUSc3vjHZ49bVm5n7kWaZzUVfxp0Wk8JgE90IIn9U5nFTU1B8W3H+/u4Bnlx+gWltbSct3BfflrRfVi40IoarWwc9OSCUkWH49CQEwoq+NiYPiKK+u7+qhCCHa0jBz72e1fHAF91JQr1c5sBKcda0X03NLnQTFGVAZ4Ac7+7+HmrKuS8kXR5S8exZC+KzMbip4N22Ft3hbLi9uDSIEB8QNOfyE6I6CeyslVVIVXIjm5t02hV+dPqKrhyGEaEtnzNxr7f+1RPeQsQIsVhg4pe1jUieabVaAU/N3LoTgMBg6I7DX7YGUUq8rpfKUUlua7PubUmqHUmqTUupjpVSsa/9gpZRdKbXB9e/FJudMUEptVkrtVko9o5RSrv3xSqnFSqldrm2ca79yHbfbdZ9OWx8hwb0QwmelruC+6cx9ek45I8JKscT2B2vY4SeE2iAkqs12eHERVkrsndgGRogeyvW+oeFnTgjRzbiD+4gAFdSrrzYF+kTvkLHCzMyHRLZ9TMp4UJbArrvXGtLnm8A+JCJw1+25/gM0bxmwGDhOa308sBP4bZPX9mitx7n+3dZk/wvALcAI1z/3NX8DLNFajwCWuD4HOKfJsbe4zu8UEtwLIXxW0kpwvzO3nDRLFsQPaf0kW3K7afnVdU6q6xwBH6sQPd398zZy2Ysru3oYQojWVORBWCwEh3R8bEciEsy2Uorq9Qr2Eji0of2UfDCBf5/RgV13n7cNSg5A2jmBu2YPprVeARQ12/eV1tq97u1HILW9ayilkoForfVKrbUG3gIucr18IfCm6+M3m+1/Sxs/ArGu6wScBPdCCJ81zNy70vILKmoorKxlZH16y0r5btFtB/dxEeZNUXGVzN4L0dzY1BjSc8vZkVPm2wWK9sLOrwI7KCGEUZkXmJR8aAzupahe77D/e9DOjoN7MKn5WevA6QzMvdMXmO3ILuhv3zWClVJrmvy7xcvz/wdY0OTzIUqp9Uqp5Uqpaa59/YHMJsdkuvYB9NVaHwJwbfs0OedgG+cElAT3QgiflTWbuc8sthMarEir39mymJ6bLbndtHyA4kpJPRaiuXPHJBNkUXy2wceq+d//Cz68KbCDEkIYFfmBaYMHTYJ7KarXK2SsgODwxl727UmdCDWlULgrMPdOX2Da39n6BeZ63V+91npik38ve3qiUuphoB54x7XrEDBQaz0e+DXwrlIqGlCtnN5RgQxfzvGJBPdCCJ+5i9+5g/txA2LZdksSJ1m2tT1z707Lb6VQkDsDoERm7oVoISEqlKnDE/lsYzbal0JbZYdMxeR6+fkSIuAq8yEqAJXyASJd6/Zl5r532LscBk3xbMmG+wFAIFLzy3NNcT6pkt8hpdT1wPnA1a5Ue7TWNVrrQtfHa4E9wEjMrHvT1P1UwP3UPdedbu/autpokAkMaOOcgJLgXgjhs9YK6gWVZBCsnC173LvZkk07mFbetDSm5cvMvRCtmT02hcxiO+sOlHh/ckWO2dqLAzsoIYRJyw9EGzyAiHizleC+56vIg/ztnqXkAySMgNCYwBTV27XIbNOOmpR8nyilzgYeAmZrraua7E9SSgW5Ph6KKYa315VuX66UOslVJf864FPXaZ8B17s+vr7Z/utcVfNPAkrd6fuBFtwZFxVCHB1K7XVEhgRhDTLPCX//yWaGFJdyEwriBrd+UtN2eJGHVxV2B/dSMV+I1p05ui9Pq7Gk9bN5f7K7D7e9GGx9AzswIY5m9TVQXRq4tPzQGFBBUCUF9Xq8jBVmO+RUz463WKD/CYEJ7rd8BDEDoe9x/l+rl1BKvQfMABKVUpnAHzHV8UOBxa7OND+6KuNPB/6klKoHHMBtWmv3WpnbMZX3wzFr9N3r9P8CzFVK3QQcAC517Z8PnAvsBqqAGzvra5TgXgjhs5KquoZZe601n6zP5mcxdogZ0LINnpstxWzLDkG/MYe9FNuQli8z90K0xhZm5WcntFvIt3VOR5PgXtbxChFQDT3uAzRzb7GY2XuZue/5MpabhzXJYz0/J3USfPsU1Fa23zqvPQW7Ye9SmPkwqNaWex+dtNZXtrL7tTaO/RD4sI3X1gAtnpq40vhPb2W/Bu7warA+krR8IYTPSu11xLhm27NLq6moqWekcy8ktJGSD41FXcpbLjUKswYRbg2iuFJm7oVoS1VtPa9+u5d1B7xIr68qBO1qMSlp+UIElvvBWaBm7sEU1ZPgvufLWAGDp4IlyPNzUiea6vrZ632/7+pXwWKFE67v+FjRq0hwL4TwWZm9jphwkwC0M6ccgLTqTW2vt4cmwX1Oqy/HRlhlzb0Q7bAoxb+W7OLdnw54flLTnzepwC1EYLn70QdqzT1ARKL8rPZ0xfuheB8M9TAl363/RLP1NTW/pgI2vAujLpQlWEchCe6FED4rsdc2pOWn55rgfmTdjrYr5QMEWc0boLLWi4TGRoRItXwh2hFmDeLs0f1YtCWH6jqHZye5ZxZB0vKFCLRK189XoNLywaTlV8qa+x6tYb29h8X03CITIG6I7xXzN8817fQm/8K380WPJsG9EMJnpfbGNffBFsUJ/YKJUZVt97h3syW3OXMfF2GlxC4z90K058Jx/SmvqWdZel7HB0NjpXyQtHwhAk3S8kVrMlaY74mkY7w/N3WSmbn3tu2p1rDqVeg7Bgac6P19RY/XYXCvlLpbKRXtKt3/mlJqnVLqzCMxOCFE91ZqryPWteb+5mlD+WimK2hob+YeIDql1TX3YCrmF8vMvRDtmjIsgcSoUD5al+XZCa6HaWU6QlJ9hQi0ynwIiYKQiMBdMyLBZNk4nYG7pjhytDbB/ZDpvhW0S51oHsqWefg73u3ASsjbambtpZDeUcmTavn/o7X+l1LqLCAJU7r/DeCrTh2ZEKJbq65zUF3nPKzHPUV7QVkgblD7J9v6tbmWLDbCKtXyhehAkEVx/vHJhFlNkaa88mr+8MlWBiVGMCQhkkEJkQxJjKSPLRSLRUFFLlWWSHLqY4mqKpa0PSECqSKAPe7dIhJMUbXqksa+96LnKNhpgnNvU/LdUpusu4/xokPKqlcgLAbGXNrxsaJX8iS4dz/2ORd4Q2u9USl5FCTE0a7MlTofHW4lo6CS617/iT8nljE1JhWCQ9s/2ZZi+vfW10JwyGEvxbnW3Dud2gQlQohW3TtrJCV2k+VSXFnHrrxyvtmRR62jcabvn5eP46Lx/dlTUMVrdVczWGcypLJQgnshAqkyP/DBARTrhgAAIABJREFUfWSi2VYVSXDfE/m63t6t7xgICjXr7kdf5Nk55Tmw/TOYfGtgs0hEj+JJcL9WKfUVMAT4rVLKBkiOkBBHuVJXcB8bbiU9p4yDRXaiwzM6TsmHxor5FTkQO/Cwl2IjrDg1lFfXExNhbeVkIQRATIS14WckrZ+NJffNwOHUZJfY2V9YRUZhJRMGxQGwp9jJ3LqpKDRXVT6J/GQJEUCV+e13iWli9b4i/vDpVj68fQoRIe28DXcH9FUFwHD/x9gbOZ2w6mUYOgP6+LCuvTNlLDfvb+KH+HZ+cAgkj/WuYv7a/4CzHibd5Ns9Ra/gycP7m4DfAJO01lVACCY1XwhxFHMH9zHhVtJzKlAKhpev7biYHpg19wBlh1q85F7D756RFEJ4LsiiGBAfwdQRiVx70iAGxJvZmzP5gWut31CHld0VHWTWCCG840Va/so9hWw/ZB6ItysiwWylqF7bVr8CCx+CV0+H9IVdPZpGTgdkfOv7rL1b6iQ4tAEcHixVdNTBmjdg+CzP3oeJXqvN4F4pdYJS6gRgnGvXUNfng/Bsxl8I0Yu518XHhFvZmVfOwNhQImo9nL2wJZttecvgPs41Eym97oUIEK3R5bmEOasA2Fad0MUDEqIXcdSbADzKs0r52SUmqM8vr2n/QAnu21e8H75+FAZPg4Th8N4V8N0/va8u3xlyNptaCUO87G/fXOoEqK+G3C0dH7vjC5MNOUna3x3t2gvS/97Oaxo4LcBjEUL0IA1p+RFWduaUMzJWgx0P0/LbDu7dM/dSMV+IAKkpR9XbqdPBhFLLZsdAqLODNbyrRyZEz2cvArTHM/dZ7uC+orr9AyW4b5vW8Pndphr8Rf+GiET49Jfw9R8hbztc8C+whnXd+Pxdb++WOslsM9dAyvj2j131ilkGMOIM/+4perw2g3ut9cwjORAhRM/iDu6jw4I5eVgCx9bvgEN4lg4WEQ9BIe3O3JdIcC9EYFTkAlBALCdZtnFz0Hyw3y/BvRCB0NDj3rPg3uOZ+5BICA6X4L41G96BvUvh3Kca6/Zc8gb0GQVL/w+K9sDl74Ctb9eML2M5JKY11hfyVcwAiOxjgvvJ7czI526F/d/DGX8CS5B/9xQ9Xntp+T9r758nF1dKna2USldK7VZK/aaV16crpdYppeqVUpc02T9OKbVSKbVVKbVJKXV5k9f+o5TKUEptcP0b1/y6QojOV9JQLT+ERy88jividpg2eLEdtMED87Td1q/dNffFlZKWL0RAuHrc5xFLBDUMsxySXvdCBEqlK7j3IC1fa904c99RcA9m9r5SgvvDlOfAot/BwJNhYpPCcUrBqQ/CZW+ZYPeVmZC94ciPr74W9q/0f9YezNeUOgmyOiiqt/pVCA6D8df6f0/R47WXln9BO69p4KP2LqyUCgKeB84AMoHVSqnPtNbbmhx2ALgBuL/Z6VXAdVrrXUqpFEzF/kVa6xLX6w9orT9o7/4i8HbnVbAnv4KzRvv5JFL0CmX2OqLDgqmpdxAaHERQ0V7zlLlZa7s22VJanbmPCbeiVOPDAyGEn1wz93k6ljqC+NAxjUm5hQyUX+VC+C9vu9l6sCStuKqO6jrTcMqz4D5eZu6b0hq+vA/qqmH2s2BpZY5y1IUQNwTeuxJePxsufgFGX3zkxpi9DuoqYaif6+3dUidA+pdtt0SsLoWN/4Xjfi4tEwXQflq+vxXxJwO7tdZ7AZRS7wMXAg3BvdZ6n+u1w1rraa13Nvk4WymVByQBJYgu4XBqfvnOWnbmVvDGjZOYmeZZ4RjRe5Xa64iJsPL80t289cN+1ifvJdibCq3RyaboTDNBFkV0mFXS8oUIlCbBvcWiuK/udh7dU8r1Y7t4XEL0BllrzYNtD1LA3Sn5APkVHs7c9/TgPnuDWbIQ09//a237xBSOm/UIJLbTHjD5eLhlKbx/Ncy7AfLTYfqDrT8MCLS9ywEFg04JzPXc6+6z1sGIWS1f3/CeeZjQXtq+OKp49F2ulDpPKfWgUuoP7n8enNYfONjk80zXPq8opSZj2u/tabL7/1zp+v9QSklPnyPgi03Z7MytIDbCyv1zN5JX1kEhGNHrlVTVNrTBS44NI7h4j2fF9NxsySYtv5XKtglRIRwqle8xIQKiPId6FUK5iiQ6Oo5EStiYKw/PhAiIrLXQ/wTPDnUF9/1jwz1Py+/Jwf3G9+GV0+Cl6XBoo3/XqiqC+Q9A8jiY8quOj4/qAzd8AWOvgmV/hg9ugNpK/8bgiYwV5uFCoGbRU8abJY+Zq1u+prVJye8/seOCe+Ko0WFwr5R6Ebgc+BWggEsx7fA6PLWVfV71p1BKJQNzgBu11u7Z/d8CxwCTgHjgoTbOvUUptUYptaa+vt6b24pm6h1O/vn1Lo7pZ2PurVOoqnVw79wNOJ3doN2I6DKl9jrTBi+3nJEJIVBT5l1vVVuyedpcU97ipYmD4vhpbyH1DmcrJwohvFKRS3lwPLHhIVii4hlr2cvmwiMwgyVEb1dZCMX7oP8Ejw7PKjbB/bgBsZ4F95GJPbc+xqpX4ONbYeBJpnjnf86H/T/4fr2FvwV7MVz4HAR52JE7ONRU0z/jMdj2mUnTL830fQwdqa2CzFX+t8BrKtQGSce2vu5+7zIo3CWz9uIwnvx1P1lrfR1QrLV+FJgCDPDgvMxmx6UC2Z4OTCkVDXwJ/F5r/aN7v9b6kDZqgDcw6f8taK1f1lpP1FpPDA728JeAaNXH67PIKKjk3jNGMrKvjUdmj+L73YW8sHxPxyeLXqvUXkdUaDAHiqoYGeWaZfekx71bO+3wZqT1oay6nvUHZSWOEH4rz6E4KJ64yBDCImyMsuxnd0UIFTXy4FsIv2SvM1sPg/vsEjvh1iBG9I2iuKqO2voOHmBHJEBNqSnS1pN89w+Yfz+MPAeu+Qj+ZyFE9YU5F8POr7y/3s6vYNP7MPVe6DfGu3OVglPugqv+C0UZ8PJMyN3W8Xm+2LsUHLWBDe4BUieaivnOZt8vq14x3yOjLgrs/USP5klw714gVOUqblcHDPHgvNXACKXUEKVUCHAF8Jkng3Id/zHwltZ6XrPXkl1bBVwEbPHkmsI3tfVO/rVkF2P6x3DmKLOe7LKJAzj/+GSeXryTtfuLA3av9QeKeX/VAVbszGd3XjmV8sazWyu11zdk1I8MyTcfeJOWH+0K7staPvM7ZXgiQRbFsvQ8P0fZkr3Wwel/X8aXm1o+VBCiV6rIo4BYEiJDiAm3MsySg0ax41BZV49MiJ4ta61JmU72rHFTdqmdlNgw+thMD/bCyg5m792p3fYeMnuvNSz5E3z9CBx3CVw+x/Sbj0k1AX5SGrx/JWz2oiZ2dRl8cS8kHQPTH/B9bCPPgpu/NsH++1cGPiOiLBs+v8e8DxocoPX2bqkTobrEtPhzKzkIOxfACdeb/8ZCuHgypf2FUioW+BuwDpNa/2pHJ2mt65VSdwKLgCDgda31VqXUn4A1WuvPlFKTMEF8HHCBUupRrfVo4DJgOpCglLrBdckbtNYbgHeUUkmYtP8NwG1efL3CS/PWHiSz2M5jFx2HeZ4CSime+NkYNmaWcNd765l/9zRiwq1+3efj9ZncP28Tjmap/jHhVpJjwkiJDSclNozkGLNNiQknJTac1LjwhnGJI0drTam9liRbKL8+YyRjqz8EFQRxnqzYcWmYuc9p8VJMuJUTBsayLD2fB846JkCjNr7bXcCe/Ermbz7EeccnB/TaQnRLFTnkOgcTHxlCdFgww1UWq0Z9SJ/B53X1yITo2bLWmn7moVGeHV5STUpsOEk2Uy4qv7yG5Jjwtk+ISDDbqkL/e6Z3NqcTFv4GVr1kAs7z/3F4z/XIRLj+C3jvCvjwZhOsTrq54+t+/QiUZcFNi02avT/6HAOXzYH/nAcf3gRXfxCYvvD1NfDfa6GuCq7/3CxDCCR3Ub3MNZA4wny85nWznfg/gb2X6PE6DO611o+5PvxQKfUFEKa1LvXk4lrr+cD8Zvv+0OTj1Zh0/ebnvQ283cY1T/Pk3sJ/1XUOnl2ymxMGxjJjZNJhr0WHWXnmivFc+uJKfvfRZp67arzPQfaclfv430+3MmVoAo9ffByFFbVkl9jJLrVzqKSaQ6V2skqqWXegmJKqw9uj3XDyYB6ZPdrXL1H4yF7noM6hGRAfwW2nDoN5OyB2IAR58ZCnIbhvfbXOjLQ+/G1ROnnl1Q2zHIGweJt5mPBTRhFaa3k4JHq3+hqwF5NpiSY+MpTocCsVOozR9R6vkhNCtEZrE9yPPMfjU7JL7Bx7TJ/Dgvt2NQ3uuzNHPXx+F2x4B6bcCWc+bmbImwuLhms+NBXsv7wP7CUw7b7WjwXY9x2seQ1OugMGTArMWAeeCOf+Db64x2QZnPGof9dzt+fLWmMeHPQJ7IQEAIkjIcRmiuqNu9K0Alz3pvnei/VkpbQ4mnQY3Cul7gDe0VqXaK1rlFIRSqlfaq3/fQTGJ7rQe6sOkFNWzd8vG9tqADR+YBz3nZnGXxfuYOrqRK6cPNDre/x72W6eXJjOrGP78NxVJxBmDWJYUtvHV9XWc6i0muwSO699l8EHazN58Ow0IkI6+FZ2OmHR7+CY82DINK/HKQ5X6upBX1VTT3FlLXFFe71bbw8QEgFhMa3O3AOcOjKJvy1KZ8XOAi6Z0OIZoE8cTs2S7XlEhARRUFHD3oJKhiV5NuMiRI/kaoN3oDaa+EgrtjArxTqSxYWJfPvJFh676LguHqAQPVTJfhN0e1gpv7rOQX55TYuZ+3ZFJJptdw7u62vho5th26cw43dw6oNtB+tgZrUvfxs++SV885iZwT/jsZbn1Nnhs19B3GA47eHAjnnijXBoA3z/T0geC8f9zPdrrX0D1s+BaffDqNmBG2NTliDzfeYuqrftE/M9MdmDzAdx1PFkzf0vtNYNVa201sWAlGXs5ey1Dp5fuoeThsZz8rCENo+7dfpQpo1I5NHPt7Irt2XV87Zorfnrwh08uTCd2WNTeOGaCYRZO06NiggJZlhSFNNGJPHLGcOpqKlnwebWg8PDbJ4LP71g2qg0L0givObOoHhz5X4e+2IbFO71rlK+my251TX3AKNTokmyhQZ03f36A8UUVtZy63Qz1lUZPWQdoxC+qjA/PznOWDNzH2alWEexuyqKOT/up7iyhxXqEqK7yFprth4W08txtXftHxtOYlQI4MXMfWWBT0PsdLVVZv36tk/hrCdgxkPtB/ZuQVa4+CWY9Av44VkTxDsdhx+z9Ako2gsXPAMhkYEf+zlPwoAT4dM7IGezb9c48CPMfxCGnwEzfxfY8TWXOglytpj/5qtegYQRMGRG595T9EieBPcW1WTaVikVhOk7L3qxt1buo6CihvvOTGs3bdliUfz9srFEhQZz57vrqa5ztHmsm9Op+cOnW3lh2R6unDyQf1w+DmuQ922ZJg2OY3BCBHPXHGz/wNpK+PpRM0ucvx12fOH1vcTh3DP3pfY60uIV1JZ7V0zPzZbcarV8MLUdTh2ZxLe7CgLWEm/xtlysQYobpw4mMSpUgnvR+7kyY/J1DAmRIUSHB1NKFGOdWwHYnOXRKjshRHNZ6yAoFPp6tjQw29XjPiU2nNDgIKLDgsmv8LCgXndsh1ddBu9cAruXmAB8yh3enW+xmPT46Q+ame95N5hlRGD+2658zqzdHxrgyvNuwaFw2VvmveH7V3v/37jsEMy9zqTF//zVwKzdb0/qRNAOWPsfM4M/6Wbz31CIZjz5rlgEzFVKna6UOg14D1jYucMSXamipp4Xl+9h+sgkJg2O7/D4PrYw/n7ZONJzy3n8y/bbi9Q7nNw/byNzftzPrdOH8sTFxxFk8W3Ns1KKSycO4KeMIvYVVLZ94A/PmXXdV7xrAtAVf6OhzLvwiTu4BxgZ6krs8WXmPjqlzbR8gBlpSZTa69iYGZiWeIu35XLS0ASiw6ycOCRegnvR+1WYn688HUe8q1p+sY7iOHYDsClAP1tCHHWy1pmUbg9rzWS5gvv+sabYWpIttOOZ+yArhMZ0v7T8qiJ4azYc/AkueQ0mXO/bdZQyKfdnPQHbP4N3Lze97D+907TOO/Oxjq/hD1s/s06+/BB8cKOpHeCJ+hqYey3UVMDl70B4bOeOE6D/RLP95nGwRpq190K0wpPg/iFgCXA7cIfr4wc7c1Cia73xXQbFVXX8+oyRHp9z6sgkbpk+lLd/PMDCLa3PxNbUO/jlO+v4aH0W9585kt+cc4zfxcx+fkIqFgUfrM1s/YCybLOmatRFMHgqTPs15GyCXT70WRUNSpsUNkwLyjIfeLvmHswf1vKclul4LtOGJ2FRsCw935dhHmZ3XgV7CyqZdaxp6Th5SDxZJXYyi6v8vrYQ3VZ5LhpFIdGuavlWSogiRlUxND6EjZkycy+E1xz1Zs22hyn5YIJ7paBvjFlv71FwD2b2vjsF9+U58Ma5plf85e/AcT/3/5pT7oDZz0HGcnjmBMjbaqrth8X4f+2ODJgE5/0d9i6DJY94ds6CB01xu4v+DX1HdeboGkUlQewgqKuEsZcfmf82okfqMLjXWju11i9qrS/RWv9ca/2S1rrj3GvRI5VW1fHyt3uZdWxfxg3w7knk/WemMTY1hgc/2NTwhNqtqraem/6zhq+25fLIBaO487QRAalS3i8mjOkjk/hgbWaLNnoALHkMnPUw6xHz+fGXQ8xAWP6kzN77wT1zHxUaTLJ9t2mDF+t9QUVsySbNrI31hDERVk4YGBeQ4H7xNlNYbNaoxuAeZN296OUqcqkOicdBUMPMfYk2RSQn9AsO2JIXIY4q+TtM2zMvgvvsEjtJUaGEBpv07SRbWMdp+WBayHV1cO90wJ6l8PFt8OwEKDkA13wAaWcH7h4nXAuXvgm1FTDmUkjzvAuB//e+zqS5//AsbJrX/rFr3jCp8VN/DaMvOiLDa+BuiTdJSp+JtsliDXGYV7/bS3l1vVez9m4hwRaeuXI8Tg13v7e+4U1jqb2Oa179iR/2FPC3S47nhlOGBHTMl00cQE5ZNd/tbhYgZq+Hje/CSbdDvOueQVaYeo9Zr7R3WUDHcTQptddhUfD0ZWNRRXtMf3tv2uC5ddAOD0xWyOasUs9mONqxeFsOo1OiG1Ii0/raiAm38tNeCe5FL1aRS0WIqbgdHxlCdJPg/smTNW/cOLkrRydE5yvLhhenwb7vA3fNhmJ6nlXKB8guqaZ/XGP/86QoT2fuE6Cqiwrq5WyBr34P/xgNcy6CHfNNZfmbv4Yh0wN/v1Gz4Z4tcNGLgb92R876MwycYor7HdrY+jEHV5nCzMNnwWm/P7LjAzjlLlMI8EhlC4geSYJ70aCospbXv8vgvDHJjEqJ9ukagxIi+b+Lj2PN/mKeWbKLgooarnj5RzZnlfL8VSdw6cTA9+M8/dg+xEVYDy+spzUseti0kZl23+EnjL/GBJUr/hbwsRwtSuy1xIRbOXN0Pyja41sxPYBoV3Bf1vpSDjD97gFW7PR99j6/vIb1B0s4wzVrD6YY5KTB8azaJ8G96MXKcyi1xBEZEkSYNQhbWDDF2ABQ1cVdPDghOpnW8MW9ZjnexncDd92stRAW69VytOwSOymxTYJ7WyhVtQ4qazpY5x2RcGQL6pVlw/fPwAunwIunwI8vQPI4uPQ/cP9OmP1s5waXtr4Q1GGn7sALDjEF9sLj4P1roLJZtkR5Dvz3Wojpf2QK6LUmeSyceOuRv6/oUTwO7pVSndCHQnQnLy3fQ1Wdg3tmjfDrOheO688lE1J5duluLnzuezIKKnj1+kmcMyY5QCM9XGhwEBeN78/irbmNbZ22fw77vzetSZqvSwoOhVPuNq8H8kn+UUBrzacbsliwJYew4CAKyquhKMO39fYAthSzbaNiPpiWeIlRISzzI7j/ZkcuWnNYcA9w4pB4MgoqySur9vnazWmt2ZRZgpZlH6I7qMilUMURF2ma3FiDLNRaze9EZ1UxV7/6I/9etrsrRyhE59k0F3YuNIH4rq8Dtxwva51JyfdweaHWmqwSe0PmGOBFr/t4s3StLnB/p1qoqYAN78FbF8LTo2Dx/0JwGJz7FNy3E656H0ZfDNawzhtDdxDVB654Gypy4YMbGgvs1deayvg1ZaY4c3hclw5TiPZ0GNwrpU5WSm0Dtrs+H6uU+nenj0wcUXnl1by5ch8XjevPiL42v6/36OzRDEmMpMxex5ybTuTUkUn+D7Idl04YQK3DyacbskwV08V/gKRjTRuV1pxwPUQmyey9FzZllnDpiyu5+/0NRIUEc6ismp37Dpr1cb5Uygfz/0BZ2g3uLRbF9JFJfLsrv/W6Ch5YvC2X/rHhjEo+PCOlYd19AGfvV+wqYPZz3wekToAQfnE6oSKPXB1LQmRjB1tnmKmnYrEXU1hRy4+yNEX0RuW5pvBZ6mRTdb0ix/d+5k3VVkLeNq/W2xdW1lJT7yQlpjE4bgjuO1p3P3QGOGrg41vaLD7rM61h2V/hqRHwyW3mYf30B+DOtfCLJTD5FxCZENh7dnf9J5hifhkrzHtJgIUPmc4AFz7vcetDIbqKJzP3/wDOAgoBtNYbgU5YaCO60r+X7qHOobn7dP9m7d0iQ4P56PaTWXLfqR610/PXqJRoxvSPYe6aTFj1MhRnwFmPt53aFRIBU+6EvUshc02nj68nyyuv5oF5G7nw+e/ZV1jJX38+hmtOGgRAmtUUqfM5LT8o2LS7aSe4B5OaX1LlW0u8qtp6vt1VwBmj+rYo4jg6JZrIkKCAFtWbv8l8LT/s6aI1kkK4VRWCdpBdbyrlu0WER1CtwsFezNjUWMk0Eb2P1jD/Pqizm4BsxFlm/+7F/l/70CZTCNbLYnoA/eMiGvYlRXk4cz98lmkVt+1TWPBQYIsBL30Clj1h7nHjQrh7o2lNlzg8cPfoicZfDZNvhR+fh3k3wprX4ZR7TL0BIbo5j9LytdYHm+2Savm9SHaJnXd/OsAlJ6QyODFwqy9iI0LoE33kUrgum5hKzqFMHMuehOFnmD9W7Zl0k0mtktn7VtXUO3hh2R5m/m0Zn2zI4pZpQ1l6/wwunzSQdQeKSYwKIaEqwxyc4GNaPph2eO2suQeYPiLR55Z43+4qoKbe2SIlHyA4yMKEwfEBK6pX73CyeLt54CFV+EWXc/W4P1hrIz4ytGF3TLiVcosN7EWMSY2hpKqOzGJ7W1cRoufZ9olZnjfzt5A00qzj7ne8Sc33l0/F9MzPV0psKzP3nhTVm3IHnPwrWP0KfPt3z8fanhVPwYonYbyrSv2gKR4vMzgqnPV/MGgqbP0Ihp0Gp/+hq0ckhEc8Ce4PKqVOBrRSKkQpdT+uFH3ROzy3dDcaza9OD/CT2vIcKNgV2Gu2Y/bY/vw65COTMnfm4x2fEGqDk35p1uO1VRn1KKS1ZtHWHM54egV/XbiDKcMS+ereU/ntucdiC7OyfGc+C7bkmOKIRXvBEmzaC/rKltLhzH1sRAjjBsSyPD3P68sv3pZLdFhwQwp+cycOiSc9t7yxXoMf1uwvpqiylhF9otiSXUZFR4WShOhM5eZB094aG/GRjd0sosODKcXWMHMP+JQVI0S3VFkIX94PKeNhyq8a9484w6RW2/38Xs9aCzEDzPpsT08pMevlm665j48MwaI8DO4BZv3JtPP95jFYN8erIbfww3PmOmMugwv+BRapr91CkBUuexNm/A5+/lrXFNATwgee/DTfBtwB9AcygXHALztzUOLIOVhUxdzVB7l80gBSm6SL+a2+Ft6cDc9Ngk9+2eHMbCDEVOzhSsvXzGMW1XEeLi+YfAuERpsn2IIdOWVc/epP3DpnLWFWC3Numsyr109kSJOMjnX7ixnRJ8os4SjaA7GD/KtsG53cYXAPJjV/U1YphZ70BXZxODXf7Mhj5jF9sAa1/uvOHfSvDsC6+4VbcggJtnDfmWk4nJp1+6UauehCFSa4z6yPPmzmPjrcSrGOhKoi0vrZOP2YPkSH+dDKUojuaMGDUF1q0vGb/m0acaZJp9+71L/rZ631atYeIKvYTkRIEDHhjT9nQRZFgqft8MAE4LOfM7PIn98N6Qu9GkODVa/AVw/DqAvhohckaG1PZCLMeMgUNRSih/AkuE/TWl+tte6rte6jtb4GOLazByaOjH8t2YXForhzZmDW2jdY9RIUpJs/HpvnwbMnmKIttVWBvU9TX/0ebY3kyeqLWbwt17NzwmNNW5Htn0He0ZuQkl1Qwh8/Wse5//qWbYfK+NOFo5l/1zSmjWhZCPHeM0by6Z2nEGYNgsK9vhfTc7P1A3uxWRvZjhlpSWgNK3Z5npq/1jWT3lpKvtvxqTGEBFv8TqPXWvPV1hymj0hi2ohEgixKUvNF13Kl5ec3K6gXHWal0BkJ9mJCgi28dsMkpndy0VMhjogdX8KWD0xRuOaFz/pPNN1z/EnNryyAkv1erbeHxjZ4zeu+JEWFdlxQr6ngELhsDiQfD/NuMH3XvbFuDsy/H9LONbPRXdFyTgjRqTwJ7p/1cJ/oYXbnVfDRukyuOXEQ/WICuDa+PMcE8iPONClNd/xk0uGWPQHPToCN75sqzoG0+2vYvRjLqQ8SHtv38J73HTnxdrBGBm4dW09QWUj2Tx+y7rW72Pr4ySQ8O5y7N17Ab463s+z+GVw3ZTDBzWa6f9xbyIaDJp0xIiTYFPUp2ut7MT23hnZ4Oe0edlxKDAmRIV6tu1+8LQdrkGq3W0NocBDjB8T6XTF/c1Yp2aXVnDW6L5GhwRzXP0aCe9G1ynNxWG1UE3pYQb3ocCsFjgi0vfH7s7y6DqeP3SiE6BbsxfDFr6HvcTD13pavBwWbWe/dfrTEy1pntt4G96WHt8FzS7J5MXPvFhoFV80zWW/vXgb5Oz07b9Nc+OxXMOx007M+SLJ1hOiN2gzulVJTlFL3AUlKqV83+fcIIDk8PVi9w8nr32Vw8fPfExESzO3yEv7/AAAgAElEQVQz/AzOmvv6UdO25ey/mM/jh8Jlb5lKrLa+8PGt8OppsP+HwNzPUQ+Lfg9xQ7CcdCs/n5DKd7sLyCrxsEBUZIIprrflQyjcE5gxdQZfH4hoDfk70WvfpPDdX1D4l+Phb0NJWfA/HHfgbYJwsGPAZUTHxHPLvl8TW9SyVVBZdR33/ncDv/lwU2MAUJELdZW+97h3s/Uz2w5S890t8Vbs9KwlntaaxdtyOWloArYOUo5PHBLPlqxSyqvrPB52cwu35BBkUcw6tm/DNTccLKG6TuqPii5SkUN1mHmwFdckuI8Jt1KszZp7nE7mbz7E8Y9+xd6Ciq4aqRD+W/QwVOabdPzgkNaPGX6Gfy3xstaa9q3J47w6zT1z35xPwT1AVBJc85GpefP2z6Asu/3jt35i3nsNngqXvw3Boe0fL4ToFpRSFqVUdMdHNmovHycEiHId07TxeRlwiffDE93Byj2FPPLZVtJzy5k2IpFHZo9uqNgaEAdXwcZ3zVPz5unag6bAzd+YNP0lj8Ib58Cxs+GMR/0LENe9CfnbTapacCiXTkjlmSW7+HBtJnd52tpvyp2mhd63T8NFz/s+ls6y9RP4+DZAQ0iUKQYYGmXqBRz2uQ1CbGZbb8d5YBWOAz9hrSlGARYdxTo9kvzY04k9ZhrjTpzJMQlx5h4lB+HN82HORXDtx5A6seH2j3+xjdyyal64ZgIWiyut0P0gxJ9K+QDRrpn7jt6cYFLzP16fxeasUsYNiG332N15FewrrOKmqUM6vO6JQxN45pvdrN1fzIw0z4skNbVoaw4nDY1vCKImD47n5RV72XiwhBOHHmV9gkX3UJFHZYj53js8LT+YbB2J0k6oKWNYUhRaw8aDpQzvY2vrakJ0X7u+hg3vwLT7IKWdwNvdRWfXVya13VvZ6yDpGPP31kPVdQ4KKmrpH9syQzLJFkpBRQ1Op2782+qp+CFw9Qfwn/Pg7UvgxvlmqWFz6Qvgw5sgdTJc+b5pBSyE6LaUUu9iat45gLVAjFLqaa21R+292gzutdbLgeVKqf9orfcrpWxmt5ZH+z3QoVI7T8zfwecbs+kfG85L107gzFb6fvvF6YD5D5g062n3t36MxQJjL4djL4CVz8N3/zB/eE681ayRa+0PU3uqS02f1kGnmGsCA+IjOHlYAh+szeTOmcM9+4Np6wsTboDVr8KpD0LcIO/G0ZmqiuDL+8wDkBGzoKYcairMtrbCzEIU7jYf15RDXWNdg/2ksLr+eDZa0ggaOIWx4yZx+qi+xEa0MqsROwBu+BL+cz68dRFc+xEMmMzS9Dzmrsnk9hnDDg+oi1zBvd9p+clm20FaPsC0EUkoBcvS8zoM7r9y1V2Y1c56e7fxA2MJdq2R9yW4351Xzp78Sq4/eXDDvkmD41HKtMST4F50ifIcykLSAIiPOjwtv0S7gnh7EcP7DCEiJIjNWaX8fEJqV4xUCN9Vl5kCc4lpcOpD7R9r6wvJY01q/vQ23qe0RWszc592jlenNbbBa2XmPiqUeqemxF532NIZj6WMMzPx71wK719lZvOtTR4i7P4a5l5n2gBePc+rhxJCiC4zSmtdppS6GpgPPIQJ8v0L7puwKaXWA/EASqkC4Hqt9RYfByyOoJp6B69/t49nv9lFvVNz9+kjuO3UYYSHdMLKivVz4NAGU6Sloz8gIRFw6gMw/hpY+rgJ9De8C+Ovhj6jISkNEkd2fJ1v/w5VhaYfaZMHFZdNHMA9/93ATxlFTBnmYWB18l2w5nX4/p9w/j88OwdM8P3Ti7D5Azj/aRg6w/NzPfH1H0367HWfQL8xHR6+clcuD7zzAw6tOWnUUM4a3Y+HRyaadfIdiUk1Af6bF8Cciym7dB6//dDOiD5R3DOrWRZE0V6wWE1LIH+ExUBwuEcV8+MjQxibGsuy9HzumTWy3WO/3p7LmP4xJMe0fEPVXERIMGNSfV8jv3CLeTBx5qh+DftiIqyk9bX5vZZfCJ9oDRW5FCWchDVIYQtt/PmPCbdSjOt3q72YoPihHJcSI+3wRM+0+A9Qng03LfYs3Xz4GWZiwV7i3YRCyX7zfsPrYnqmDV5baflg2uH5FNwDDJsJF79oZuc/+oVZT28JgowV8P7V5v3UtR9BmFeZvUKIrmNVSlmBi4DntNZ1SimPC4V4Ety/DPxaa70UQCk1w7XvZB8GK46g5TvzefSzrewtqOSMUX353/NGMTChk9Kx7MWw5E8w8GQ47ueenxedbNbHTb7VBLE/vQSOJv3GYwaaP0xJaSYVLukYSBppAsKiDPjxBRh7peln28TZx/XD9mkw89Yc9Dy4j+kP466G9W+bLAJ3unhbyg7ByudgzRtm7XlYjEmdv/2HwLVN2b8S1r1llg14ENh/uDaT33y0iUEJ8bxxwyQGxPvw/zumvyvAP5+I/17GtaPeZOqksYQGN3sgVLjHZDj4W21XKY/b4YFJzf/Xkl0UVda2+WYor7yaDQdLuLeDBwBNTR4Sz+vfZVBd5zCdALywaGsu4wfGtihMeeKQeOatzaTO4WyzFZ8QncKVxZOvY4mLCDksSys6zEqJdgX3VaZd4/GpMcz5cb98r4qeZe9yWPuG+RvZZClZu0acAd8+ZVrijb7Y83tlrTVbHyrlA20W1AMT3Kf182NJzJhLoCIPFv3WtAIccym8ewXEDYZrP4HwON+vLYQ40l4C9gEbgRVKqUGYZfEe8eQveKQ7sAfQWi8DIts+XHS1g0VV3PLWGq5/fRUaeOPGSbxy3cTOC+zBpMbbi+HcJw+bQfdY8vFmnffvDsGda+Hyd+C0/4WBJ5nCbatfhc/uhNdmwV8Gwt+PhTdnm2Iyp/9vi8uFWYOYPTaF+VsOUeZNkbSp95jlBd8/0/YxRRnw+T3wr+PNw4Vjz4df/gjXf27a5Hxxr++VeJuqrzXXik6FGb9t91CtNU8v3sl98zYyaXA8H95+sm+BvVt0Mvr6LwiO6ccd269lrGNry2MCUSnfzZZsHpZ4YEZaH7SGb9tpibdkex5a024LvOZOHBJPnUOz7sD/s3fe4XFUVx9+7666tOpdLpJlWe69G2NjY2xj03sJNSF08tECSUgCgRBCgIROQidggum4G2ww7pabZMuSq1zUe2+rvd8fd1eWVWeLmjXv8+yz2tmZO1fSljn3/M752edNf6q4ipTMUuaPiGzx3KS4YKrqGtifpfkzWUfHNVTkAZBtCWixCObv7UZJk8w9wKLRUfx+0TBNzSp1dHoEdZWq+3twPMz5g/bjYiaCVyAcWmvf+TJ3gZsXhA+377CSaoSgVVeixuC+osa+ubTGtLuVAnHH26q8zj8KbvpWebXr6Oj0GqSUL0spY6SUF0rFceA8rcdrSbkdFUI8AXxkfXwjcMyBuep0MnVmC6+tP8ybPx3BIASPLkjk9nPiWmZcXU3OPvVlMvE2TdnldjG6QehgdRu2+PR2SwOUnID8dMhPU/cFB2HG/W1m2K+e2J+Pt51g2d5srp8yQNv5g2JhzLUqEzDzQfBrUn+dm6qkfPu+UJK3sTfAjAdUUxsb5z2uFAzJn6neAs6w5VXVKPDaJe2WJ9SaG3j082S+2ZPF1RP78fSlo/Bwcy7zVlpdz40fHOG3s5ZwzoYb4OMr4frPIG6m2sFmgxd3rlPnacQUBZlJmnYdHaOClR/T87lkbEyr+6xNzaVfkDdD7ciETBh4ukZ+erz2i6HV+1Vtf2vB/eRYpeDYfqywwx4BWrFYJLnlNZrKDXT6MFaP+5P1/oT4nRncB3g3ydxb7fDGDQhi3AA9u6fTi/jhKSWVv3UluNvxedjUEs9iUb2AtJC5U9Xr22khl1lSTYTJq1VFTNPMvUs4/0nVi+jkNlV/b9K+wK2jo9O9CCEe7GCXF7WMoyW4vw14EvgSEMAG4FYtg+t0LR9uyeBfPxxisTUD0yUX/1IqCZhXIJz3+847j8GogujgOEhcoOmQ0f0CSIww8VnSSe3BPcA5D8LeJSq4nveU+kL/+UVIWwbuvjD1LiUB9I9qeeyM38DBNbDiYeUOEGjHeZtSnAE//R2GLoahF7a9W2Udd3yUxI6MYh6Zn8jds+Nd0iTx6WWppGaX4R88Em5ZplQSH18F13+qegqU56jGfc7a4Nnwj4K0HPV66mD+BoPg3IRQNhzMb7XDcGWtmY2HC7hhygC7/hYB3u4Mj/K3u+5+9f4chkaaiAttKWgK9/ciLtSX7ceKuONc16gcPtiSwbMr09j42/MIN7XMBOnoAI0NKo/X+hEUfmZw7+vhRrmwvl6rTytVThZVUVxVx+h+rlmI0tHRzFd3qQV731DrLazJLRR8Qk//bHRXJWvb3oLJd8BAB6pEE+bB/i8hN0UF7B3RYIasPTDR/stfZYPX+me1ydMNTzeD64J7gwEuflnTd6mOjk6PwyV2NR0G91LKYuB+V5xMp3P5dm8Wo/sF8Or147vupPu+gOObVAM6V9WZuwghBFdN7MfTyw9wMLecIREa3zOhg2HE5bD9bcjeC0d/VIsXsx5TXf3b+z0NRrj8LXhjhrpYufk77VkBG1LC8ofVWAufa3O3YwWV3Pb+DjJLqnnlunFcNKaDHgEaWZ+Wx9Kdp7jnvPjTF/k3fwcfXgKfXKOsdGyZC1cF96YoMNeoQEPD62hWYhhf78kiJbOUMc0y4j8fyqfObLFLkm9jclwwS7afoM5s0aR+yC+vZUdGEffNadtycXJsMCv3ZTtmddQKX+7KpM5sYcuRwjaVCzo6VChFyeFqP+Y2k+UbDAJfby+qhR/eVacXs373VQqFFXWseGBml05Vp49TdExZ6IYNg4Za9b1bmQ8Wc+v7ewWq5wL7w9w/OXbORku8tdqC+/wDYK62u94eVHA/qo0FMyGE41737aEH9jo6vQ4p5ZOuGKfD4F4I8R3QvAivFEgC3pJSuqBQSMdZThZVkXyqlMcWDu26k9ZVwpon1Bfj+Ju77rx2cNm4GP62Mo2lSSf5/SI76uRmPgT7v1JS/HlPqZIDT42LA0GxKij/5h6V/Z9h59pY6tdweC3M/6vqXt8K248VccdHSRiEYMmvpjBhoGsWVkqr63nsy2QSI0zcP7dJwOoXBjd/qwL8Jdc22g4S4sKae1DZRg3B/bmNlnj5LYL7Nam5+Hu5MSnW/r/JlLhg3tuUQUpmKRMGdixR/v5ALlLCglYk+TYmxwXzv6STpOeWMyzKuW7FGQWVpGSWArD1qB7c67RDRS7S6MmpSk+CfVt2EPf3cqey3h/vJpn70f0CeOunow41ldTRcZj0ler+uk9OLxhLqeTllQUq0LfdqgrVfU2ZUtE5au3mFw5RY1Vwr8USr7GZnn3JE4tFklVaw/yRbauslNd9XZvP6+jo9A2EEO00/AIppaaAQlPNPRAGLLE+vgbIBYYA/wF+oeVEOp3L8hTVjGzRqFak4p3Fzy8o+5mr3lNZ5h5IiJ8nc4eF8+WuTB5dMFR7F+iI4XBfEpiiz/SM1crYG9QFy7q/qNq+yJHajqsphZWPKU/ayb9udZdv9mTyyNJk+gV7894tkxgY4rr+ll/uOkVBRR1v3zSpZa8G31DVnOejSyBlKRg9nLfBs9EY3Gepv30HhPh5MjomgJ8O5vFAE4s+c4OFdWl5zBka7lDH70mNNfJFmoL71ftzGBDsw7Cothd+JsedHtPZ4N72Ph8R7c+WI4VOjaVzllOei8U3HCrFGR73Nvy93Sg3+xFafTpzPyomELNFkppdxni9/l6nq0hfobL2TZVgQiibOu9ApabrDBLmqeuY6uKOu8ln7lT7BMW1v18zCiprqTNbWu2UbyPMz5PjhVV2jaujo3NWstMVg2i5+h0npbxeSvmd9XYjMFlKeQ/QhfpvnfZYkZLN6H4BznVIt4fCI7D5FRh9jepo34O5emJ/CivrWJeWZ9+BwYMcC+xBXZhc9C8lH/zyDqjXKHBZ97SS0170zxYWc1JKXv7hEA98uodxAwL58q7pLg3sAW6ZHsu3985gVL+A1nfwDVEBftQYiBjhukUdW/8CjR3zAWYlhrPnZAklVaczHknHiympqmfe8LYz6e0R4ufJ4HA/th3rOHAuq6ln0+EC5o+IaLe2v1+QN9EBXnbX8rfGsuRsxg0I5LJxMWQUVpFdWu30mDpnKRU51HmpxpDBPi2D+wBvd0ownVFzP6a/et8nn9T97nW6iOpiOL4ZEhd2/bkHzwNpgSPrO943cxdEj7db7t7ocd9OD6Qwkyf5FS6W5evo6PQ6pJQftHfTOo6W4D5MCNHYFcz6s62VtK4j6gHYJPkXdmXWfvXvVOZ23lNdd04HmTUkjDCTJ0uTTnbtiX1D4ZLXIG+/yuB3ROZO2P4fmPyrFnV9lbVmHlq6lxfXHuTy8TF8dPsUAlu5YHeU0up6ThRWIYRgRHQbgb0Nn2D45Q9w8zKXnf8MWb5GZieGYZGw4VBB47a1qbl4GA3MSgxzeCpT4oJJyiju0BJsfVoe9Q2SBSPbX0gQQjA5Lphtx4qQTlgkHsmv4EB2GYtHRzMtPgRAz97rtE15LlWe1uDet5XMvZc7xRZfaFJzH+nvRZjJk+RTpV02TZ0+zqHvQTZAYtuNYzuNflZLvMPft79fXSXkpTpcbw8Q3V7m3uRJUWUd9Q0Wu8fX0dE5+xBChAkh/iGEWCGEWGe7aT1eS3D/ELBRCLFeCPEj8DPwiBDCF9C8iqDTeXS5JP/gGji4CmY9CibHMqRdiZvRwBXj+7E+PZ+88i5uETHkAlWvv+U1OLah7f0azPDdb8Av4gy/3sN55fz52/1M/esPfLkrkwfnDeGFq8Y4bXXXFCklT3y9j0Wv/ExpVb22g4zujtc6toabJ3gHK1m+Rsb0CyTIx50f05UiQ0rJ2tRcpsWH4OeppeKodSbHBVNRa+ZAdvve9Kv35xBm8mRc/47ly5PjQiioqCXDCenlsr3ZCKHe58Mi/Qn0cdeDe522qcih3E0tAjW3wgMV3BdYfBut8EAtRL1xw3geWZDYZdPU6eOkr1Bd8B0InJ3GYFRlc4fWKku8tsjeqzL8TgT3MUHtB/cAhXrdvY6OjuJj4AAQh3KsywB2aD24wwhBSrkCSAB+Y70lSimXSykrpZT/dGTGOq6lSyX55lpY9VsISYApd3X++VzEVRP70WCRPPZFCqeKu7i27YKnlcT/q7ugug256/Z/Q04yLPwbZncTK1Oyuf4/Wzn/xQ18su0E5w+P4Ku7p3P/3ASXWN01ZWnSKb7dm8UdMwcR4GOff69L8Y+2S5ZvNAhmJoQ1WuIdyqvgRFGVQ13ym2Krkd/Wjoy+pr6B9Wn5XDA8QlMH/NN1944H48uSs5g0MJjIAC8MBsGUuGC2OjGezlmMuRaqiyk2qNdda5n7AB938sw+qs+HpaFx+8TY4K6xUdXRMdeprPmQBfa7yriKhAugMk99/7aFg830AE4VV+Pn6Ya/V9sLzmF+Lva619HR6e2ESCnfAeqllD9JKW8DNNdAd/hpKoRIAm4HTkgp9+jd8XsWXS7J3/IaFB2FhX8DN9fJwjub+DA/Hls4lM1HCpjzwk/8fVUaFbVt2Oy4Gg9fuPw/UJ4NKx9t+XxpJqx/htrYufwrawTnPLeeuz7exfHCKh6Zn8jmx+fw0jVjGdcJDa4O5Zbzx2/3MT0+hLvP66SmRVoxRaq/kR3MTgyjoKKO/VllrE1V1l/OBvdRAd4MCPZpNxDfcDCf6vqGDiX5NuLDfAnx9Wh3waA9DuaWcyivgsVjTr/Ppw0K4WRRddcvVun0fCqUmqUA5SQR6N1y0c7fy42CBpvX/elFx9Kqet7bdIxDueWdP0+dvs3xTVBbBkMXdd8cBs9V94fXtr1P5i4IGKA67NuJzeO+vUV5W+Y+v0K/vNbR6WyEEO8KIfKEEPuabAsWQqwVQhyy3gdZtwshxMtCiMNCiGQhxPgmx9xs3f+QEOLmJtsnCCFSrMe8LKxv/rbO0QY2GW22EGKREGIc0Lp9VitoWSq9FogBdgghPhVCzLdNVKf7WdGVkvyyLNjwD0hcdNojthdx56x41j00m0Wjonj9xyPMfv5HPt1+osPaapfQb4IqY0j+H+z7snGzlJKiL35DXX098w9ezEs/HCIhwo//3DSRDY+exz3nDSbUr6WNlSuoqW/g3k924+vhxj+vGYvRBR7sTmGKsju4P3eIqq3/MT2PNam5jOkXQIS/g00QmzA5Lpjtx4qwtPHaWL1f2e1NHRSiaTxb3b2jTfWW7c3CIDhjMWFavKqn1qX5Oi2wetznWAIJ9HHHrRXniABvd4qltbSmSVO9Bil58rtU+xuQ6ujYS/oKcPOGuFndN4dGS7x26u4zdzqUtQfIKq1ut94emgT3euZeR6creB9Y0GzbY8APUsoE4AfrY4CFKPV6AnAH8AaoQB34EzAFmAz8qUmw/oZ1X9txCzo4R2s8LYQIQJXGPwy8Dfyf1l9Qiyz/sJTy9yjru0+Ad4ETQognrb+cTjeyvCsl+aseA4sZ5j/T+efqJKIDvXnpmrF8fc8MYkN8eOzLFBa9/DObDhd0fLCzzHxY1ewt+z/K80/w0dbj/On5Fwg+sYbX5RXMnT6Z9Q/P5qPbpzBveESXBNsTY4N48ZqxhLsgIHYa/2iVcWzQrqgI9fNkVEwAX+3OZO/JEqez9jYmxwVTXFXP4fyKFs/VN1j4/kAu5w+LsMtub3JcMKeKq8kssa/DvZSSZcnZTIkLIdx0+v80JMKPEF8PthzVg3udZlgbU2aa/VuV5AP4e7tTii24P73oFOzrQb8gb5Iz9aZ6Op2IlMouNv488Ogil5+2SJgHp7afscjVSGUBlBx3uCdAVklNh8F9qC7L19HpMqSUG4DmmZZLON1H7gPg0ibbP5SKrUCgECIKmA+slVIWSSmLgbXAAutz/lLKLVJ1UP6w2VitnaO1OS6TUpZKKfdJKc+TUk6QUn6r9XfUdGUqhBgNvAA8D3wBXAmUAZo79+m4ni6V5O//GlK/UdnnYPt8XnsiY/sHsvTOabx2/Xgqas3c8PY2fvnBDo62Esy5igZhJGn8c9TW1rD3lev529c7uLfmTUr9BvPr377EE4uHExfqWmu7tpBS4uVu5JnLRjFriOOd5V2KKRKQjVlHrcxODONoQSWAwxZ4zZkapzLyrcnotx0torS6nvkaJfk2bHX3O+zM3qdml3G0oPIMST4oNcDUQSFsPVLoVBf+5qxLy+WNH4+4bDydbsD6HjpeZyKkreDeq/XMPcDofgEkn9Lt8HQ6kdx9UHqyeyzwmpNwgdUSr5VL2sxd6t6B4L66roGiyrp2Pe4BvNyN+Hu56cG9jo5rcBNCJDW53aHhmAgpZTaA9d5WgxMDNLXaOmXd1t72U61sb+8cLRBCfCCECGzyOEgI8a6G3wPQVnO/E3gJ1aVvtJTyfinlNinlC8BRrSfScT1dJsmvLITlDynp2ozfdO65uhAhBItGR/H9g7P47YKhbD1axAUvbeDJ7/af4Z3uLBkFlfxjdTozn1vHlUvzeE7+gnMMKSRFPU+4JZ+Aq1/D27vrMucni6q45LVNpOW03w2+yzFFq3sH6u4B+gd7MyTCNR38+wd7E+nfujf96v05eLsbOTfBvkWRoZH+mLzc7K67X5acjdEgWDiy5ft8anwIWaU1nChyXd3986sP8sKadKrrGjreWadnUpELCDKqfQlqwzLT39udElvmvurM1+TofoGcLKqmuFLv3q3TSaSvBIRqptfdxEwA76DWpfmZO0EYIGqM3cPaVFodBfege93r6LgQs5RyYpPbv50YqzUJrXRgu72MllI2rrBb1QHjtB6sxS/qKillq0G8lPJyrSfScT1d1iV/5SOqo/LN34LRcYuxnoqXu5G7Zsdz5YR+vPT9QT7YnMGXuzJ5YG4C5w+LICLAE083o11jVtSaWZ6cxec7T7EjoxiDgJkJYfxu0TDOHzoflp7A+9BqGH8TDNDcANNp6swW7l2ym2MFlfh69LD/pc1W0c7gfmz/IGICvbl0bIzLnAROe9OrrLhtXItFsnp/DrOGhOHtYd9rwmgQTIoNtqtjvpSS5cnZTI8PaVVePW3Qab/7gSHOqz6O5Fc0WgDuPVWiuaeATg+jPAd8Q8mvamBsKzZ4AAHebm1n7mMCMAg4lFfRqDjR0XEp6SuUz7wDTepcjs0S7/D3yhKvaef+zJ0QNswh61ctHvc2wkyeeuZeR6f7yBVCREkps63SelvTmVNA/yb79QOyrNtnN9v+o3V7v1b2b+8crWEQQgRZg3pbjb/mi3YtOx4SQjwPPG6tH0AIsUtK6Vh3ER2XcLKoir2nSnls4dDOPdGB72DfF3De7yFiROeeq5sJM3ny18tGcdO0gTyz/ABPLUvlqWWpgKqJiwn0IirAm6hAL2ICvYkK8CY60IvoQO9GK5utRwv5fOcpVu7Lobq+gUFhvvx2wVAuGxdDZECT7Pylryv7u6l3d+nv+MKadPaeLOH1G8Z3TZ8Ge/C3Zu7tsMMDFTT/8NAsu+rftTA5Lphv92ZxvLCKWGu5xO6TJeSV12rukt/amOvS8iioqNXUKDEls5QTRVXc24aTQXyYL2EmT7YcLeTayQMcmlNTViSf/tvvPF6sB/e9lYpcpF8ExcV1bdfce7lTjg8WDBiqz8zcT4wNJuXP8/H17GELgDpnB2VZkLUb5v6xu2dymsHz1LVOTjJEj1XbpFTBvYPd/E8H9x0r88JMXqTopTA6Ot3Ft8DNwN+s99802X6vEOJTVPO8Umtwvhr4a5Mmeheg4uQiIUS5EGIqsA24CXilg3O0xgvAZiHE56jM/9WA5oZnWr6596Pk+2uEENdIKYtoXXag04V0iSS/qgiWPQiRo+AczU0aez1DI/358LbJ7D5ZwuG8CrJLasguVY3QDudXsOFQPlXNJMtuBoGPh5GyGjMmLzcuGx/DlRP6Ma5/YOvZZN9QOO93XY/YtI8AACAASURBVPQbKdan5/HWhqPcMGVA11kn2oNPKBjc7M7cg1JfuJopjd70RY3B/Zr9ObgbBecNdSzb1LTufqGG/8Gy5GzcjYL5I1pfTBBCMG1QCFuOnKkwcJTlKdlMig2ipKqepAzHOvvr9AAqcjH7hNNgkQT7tr6I5O/tjsRArZsJ72aZew83Ax5u3eQ7rnP2c3CVuk/sRgu85tgcgA6tPR3cF2eoZpMON9OrxiAgUkPD2jA/PXOvo9MVCCGWoLLuoUKIU6iu938DPhNC3A6cAK6y7r4CuBA4DFQBtwJYg/i/oErWAZ6yxscAd6E68nsDK6032jlHC6SUH1qt6OegYu7LpZSpWn9HLcG9WUr5qBDiauBnIcRNOFY/oONCVqRkMyqmkyX5qx5TX2w3fgHGlj7JZzNCCMYPCGJ8K97yUkrKqs1kllSTXVpNVmkNWSXVFFXUMX1wCPNHRHZKsOksS7adYGikiScWD+/uqbSOwQB+9nvddxaDw/0ItnrTXz2pP1JKVu3PYVp8KAGt+IZrYWR0AN7uRrZpCO5tkvxzBocS4NP2+abFh/Dt3iyOFlQSH+Z4z4HDeeWk5ZTz54uGk55bzvLkbCwWiaG7LRJ17Kc8lxr/BACCfVt/7Xi5G/FwM1Dt5o93VcuFnBUp2axIyebV63WRno6LSV8JQXEQltjdMzmNXxhEj1N+97MeUdsyd6p7B4P7UyXVRPp7tWpF2ZwwkyeVdQ1U1pp1xYyOTicipbyujafmtrKvBO5pY5x3UQ5yzbcnASNb2V7Y2jnamWcqoDmgb4qWTxBhPclnQoj9wBLAef2njsN0iSQ/faXyZJ/1W4ga3Xnn6YUIIQjwcSfAx53h0f7dPR3NvH7DeIoq63rkwkMj/lFKstkDEEIwOTaY7RmqRj49t5zjhVX8+tx4h8f0cDMwfmCgJr/7XSdKyCyp5sF5Q9rdr2ndvTPB/bLkbISAhaOi8PNyZ8n2kxzKqyAx0uTwmDrdgMUClXlUuIcCtJm5B+V1X2HwJ7gVC7Cc0hqWJWfzxOIaInqCVabO2UFtBRz9CSb9ElzUI8VlDJ4HP/9DqRZ9glWnfDdvCB/m0HBZJR173Nuwed0XVNTqwb2Ojo5TaNHd/dL2g5RyP3AOcH+nzUinQzpdkl9dDN/9BsJHKG92nV7Nd3uzKKyoxc1o6Bl+9u1himz06O4JTI4L5mRRNVkl1azal4MQMG94hHNjxoZwIKeM0ur6dvdblpyFh9HAvBHtn29giA9RAV5O+90vT85mUmwwEf5eTIpVipWk47o0v9dRVQgWMyVGVQLSlhUegL+XG6WYzvC5tzGmfwAAe0/qdcA6LuTIOmio7RkWeM1JmKcs8Y6uV48zd6ou+Q4qF7V43NuwBfe6NF9Hp+8ihOi4GZMGtAT3yUKI+4UQn1sL+29GZe91uolOl+Sv+h1U5qumb25tXxjq9Hy2HS3kgU9388q6w909FW2YonuMLB9O18hvP1bEqn05TBwY1HgR5syYUsLOdgJni0WyIiWbWYlh+Hu1f2Fpq7vfdtRxv/uDueUcyqtg8Wi1YDgg2IdQP0+SMlpmdHV6OFaP+0Jrn5+2GuqBqrsvxQ+qWv6fh0cFYDQIkk+Vds48dfom6SvBK7BLXWI002iJtxYa6iF7L8Q4VpZisUiyS+3I3Pvpwb2Ojg5bAIQQHzkziJbg/g1gAvC69Tbeuk2nG7BJ8heN7qSs/cE1sPcT1UDP1lRGp1dSXFnHA5/uYWCILw/P70G1je3hHwW1ZUq62QMYFuWPydONpTtPkpZT3mZjO3sYNyAQd6No1+8+6XgxuWW1jcF2R0wdFEJBRR2H8hz7u9kk+TYXACEEEwcG6Zn73kiFUr7kSZV5by+4D/B2p9Di28IKD8Dbw8iQCBN79Q7eOq7C0qCa6SVc0DP7+BiMED9XWeLl7gdztcP19vkVtdQ3SGKC7Mzc6173Ojp9GQ8hxM3AdCHE5c1vWgfRUtgzSUo5psnjdUKIvXZPV8cldKokv6YUvntAebrOetT14+t0GVJKHl66l6LKOr68eTp+vaWGz2R9XZfngGfr9m9didEgmBgbxPr0fACXBPde7kZG92u/7n5ZchaebgbOH6atBGBa/Om6+yER9tXIq8Z9WUyJCybcdLpsY2JsEKv255Bbptdc9yrKVeY+yxyAj4el3R4b/l7uFDT4QH05mOtaKLXOHRLKyaIqvbGijms4uV2VgPRESb6NhHmw73PY+b567GDmPtNqgxejwQYP1CKcQeiZex2dPs6dwA1AIHBRs+ck8KWWQbRk7huEEI0dpIQQg4CGdvbX6UQ6VZK/+vcq63Ppa+DmkrIPnW7i420n+CEtj8cvHMrImIDuno52GoP7ntFUD2CKtWHdiGh/l73vJscFk3KqlKo6c4vnGiySFSk5zBkarrmxUv9gH2ICvdlyxP66+/Tcco7kV7JodPQZ2yfGqpIEXZrfy7Bm7k/U+7ebtQfw93Yj16xsHqlpmaF/dP5QXr9hgh7Y67iG9BVgcD9tO9cTibc2s979XyXRD4pzaJjTHvfaMvdGgyBEt8PT0enTSCk3SinvAh6VUt7a7Hab1nG0BPePAOuFED8KIX4C1gEPOThvHSewSfI7xaP88Pew+yOYfr/DMjSdnsOCkZE8uiCRW6bHdvdU7KNp5r6HYKu7d0XWvumYZotk94mWAdW2o4UUVNSyuFmw3RHT4kPYeqwQi8W+uvvlydkYBCxo9vuNiPbHy92gS/N7GxV54OlPTrWh3WZ6oGT5ufXW4KMVOzyjNag/kl9Bek65y6eq08dIXwlxM8GrB7vM+IVB9Hiw1KtrIQc7+tsb3IPuda+jo9PIR0373Qkh7hNCaK5laje4F0IYgGogAdUh/34gUUq53qkp6zhEp0nya8rg2wcgdAjMfty1Y+t0KRaLpMEiCfXz5O7ZgxE9zWqoI/ytr+0eYocHMK5/IH+/YjS3zoh12ZgTBgZhELRad78sJRsfDyNzhobbNea0QSGUVNWTZkcQpiT52UyLD2nRKNDdaGBMv0B2Hndt5v6Z5an8e8MRl46p04TyHPCLoLiyjqCOMvde7hRarPaJrdTdA5gbLPzi7W384esUhxs26uhQcAgKD0Hihd09k45JmKfunUh0ZJXUYPJ067AhalPCTJ56zb2Ojg6oHncO97trN7iXUlqAF6SUtVLKZCnlXiml/snTTdgk+QNCXCzJX/uEkkFf8jq467W1vZl3Nx3jqjc3U1bTvs1aj8XTBB6mHpW5F0Jw9aT+mOy4SOsIfy93hkf7s/3YmTJ6c4OFVftymDssAm+PtmulW8NWd7/VDku8A9nlHC2oZNGo1lUCk2KD2Z9V1mr5gCOUVtfz3qYMPtp63CXj6bRCRS74RVBUWadBlu9OibTK8luxwwNwMxq4Z85gdmQU88OBPFfPVqevkL5C3Q9Z0L3z0MLQRSAMEDvT4SFOFVdrbqZnI8ykZ+51ehcPL93LP78/2N3TOBuZJKW8WUq5znq7FZik9WAtsvw1QogrRK9LAZ5ddJok/8h61Thm2j3QX/PrRqcHcjS/gudXpxPs64GptzTQaw1TZI+que8sJseGsPtECbXm0y1MNh8ppKiyTnOX/KZEB3ozMMTHLr/75SlZGA2C+SNab9w3ITaIBotkTyvlA47wY3oeZovkZFE1OaU1LhlTpxnlOWCKoLCyVpMsvwRrA8Y2MvcAV0/sz6BQX55blUaDnWUfOjqAkuRHjoLA/t09k46JGgMPH1YlBA6SVaLdBs9GmMmTgopau0urdHS6g8KKWr7YdYrX1x8hu7S6u6dztuFUvzstwf2DwFKgTghRJoQoF0KU2T9PHWdYua8TJPm15fDt/RAyGM77vevG1elyGiyqO76Xu5G/Xjaq98nxm+IfBWU9x+u+s5gcF0yt2UJKEx/xZclZ+Hm6MWtImENj2vzutQRgNkn+9PgQQvxab6A5fkAQQihrPlewNjUXN2sd9/YMvZa/U6jIo94nnJp6iyZZfmPmvpWaexvuRgOPzE/kUF4FX+w65crZ6vQFKgvg5LbeIcm34Rvi1OFZpdVEa+yUbyPMz5P6BklpdS9V3un0KX46mI+UUNdg4c0f9VI7F+NUv7sOg3sppUlKaZBSuksp/a2Pe3A3lLOT5cmdIMlf/1coPQmXvAbu9q0w6/Qs3tl4lF0nSnjy4hGE93bbMlNUj5LldxaTYoOA03X3dWYlyZ83PKJd+7L2mBYfQlmNmQPZHa+/7s8qI6Owqt0FwwBvd4aEm1wS3NeZLfyUns8lY2Pw9TCyox0rQB0HqS2H+koqPUIBNGXuK/DGItzazdyDatI5OS6YAr0mWMdeDq0BaenZFngupLLWTElVvUOZe9C97nV6B+vS8gj18+Saif1ZsuMkuWW6Gs9VSCl/wIl+dx0G90JxoxDiCevj/kKIyY5OWMd+OkWSn3cAtr0FE26GAVNdN65Ol2NusPDlrkwuGB7BJWPt67DeIzFFQXk2WCzdPZNOJcTPk4Rwv0a/+02HCyirMTskybcxbdBpv/uOWJ6SbZXkt+8CMDE2iF3Hi52WY289Wkh5rZmFIyMZPzCIHXrm3vVYPe7LjMrhIdi3fUtTf283QFDnHtBmzb0NIQSf/moqd88e7JKp6vQh0leAKRqixnb3TLqErEaPeweDe73uXjMZBZXMfeFHXlt/WG/42YWYGyxsOJjPeYlh3DtnMBaL5A09e+9SnOl3p0WW/zowDbje+rgCeE3L4EKIBUKIdCHEYSHEY608f64QYpcQwiyEuLLZczcLIQ5Zbzc32T5BCJFiHfPlvtALwOWSfClh5aOqedmcP7pmTJ1uw81o4Ku7Z/D3K0f3bjm+Df9oZUPUQbBxNjA5Lpid1sD5u+Qs/L3cmJngmCQfINzfi0Fhvh3W3dsk+TMGh3Yo3Z4YG0RFrdlpK7S1qbl4uxs5JyGUSbHBpOWUU1JV59SYOs2wetwXGZQqpMOGetYmkdXuAe3K8m3Y/O43HS7Q/3c62qivgcPrVNb+bPh+0kCmHtx3CWU19fzywyQyCqt4fnU6z65M0wP8Zmw8VMBnSSddPu7O48WU1ZiZMzSc/sE+XD4+hiXbT5CnZ+97BFqC+ylSynuAGgApZTHQ/hUDIIQwohYBFgLDgeuEEMOb7XYCuAX4pNmxwcCfgCnAZOBPQogg69NvAHeg5AoJQC9oveocy1NyXCvJT/0Gjm2AOX9wuq5Mp3vZeKiA6roGvD2MBPp0+LbsHZismeQeZIfXWUyOC6ai1syek8Ws3Z/L/BGReLhp+Vhum2mDQth+rAhzQ9vKh32ZZZwoqmKxhgXDiQNVFninE373Ukq+P5DLzIRQvNyNTI5TYyZluNZmr89ToTL3eVJbcG/yUo03q4z+HcrybRwvrOTGd7bpWRodbWT8DPWVvave3kmySlSA47AsXw/uO8TcYOHeT3aTUVDJf2+fwi+mDuTfG47yu69S9KafVspq6nng09384at9lLvYQWldeh7uRsE5CaoE7J7zBmO2SN786ahLz6PjGFquIuutgboEEEKEAVr0spOBw1LKo1LKOuBT4JKmO0gpM6SUya2MNx9YK6Ussi4mrAUWCCGiAH8p5Rapluc+BC7VMJdey8miKvaeLHGdJL+uCtb8ASJGwoRbXTOmTreQnlPObe/v4LlVad09FddispYWlPeNpnoAz69Op7zWzOIxzpdVTIsPoaLWzL6stuvul6Vk4WYQXNBGl/ym9AvyJsLfkx1OBOL7MsvILq1h3nB1vrH9A3E3Cl2a72qssvxcSwDQcXDvZjTg5+lGhTBpDu4Hhvhy2bgY3tuc0Sg/1tFpk7Tl4OHnVOf53kZWSTVGgyDc1H5ZTHNMnm54uhn0mnsNPLPiABsO5vP0pSOZFh/CU5eM4J7z4lmy/SQPfLqb+nYWt/sKr607TGFlHXUNFr4/kOvSsdcdyGNSbHCjRfDAEF8uHRvDx9uOk1euZ++dRQjxhRBikRDCoWyPloNeBr4CwoUQzwAbgWc1HBcDNNWCnLJu00Jbx8ZYf+5wTCHEHUKIJCFEktnsGo/m7sDlkvxN/1RN9BY+B8ZebJfWx6lvsPDw0r2YvNy4b85ZVgNry9z3geA+KsCbAcE+bD1aRJCPO9PjnVfSTO2g7t4myT8nIVST2kMIwcSBqnzAUdam5mAQMHeYCu693I2M7heod8x3NRU5YPQgq9YLd6PA36vjz3h/LzdK7QjuAR66IBGAF9fq/sZ9hop8KD5u3zEWCxxcBfFzwM2+QLc3k1lSTaS/F25G+67LhRC6170Glmw/wXubMrhtRhzXTh4AqL/dI/OH8tjCoSxLzubXH+2kpl6zc9hZx/HCSt7ddIwrxvcjOsCLZXtddz11sqiKQ3kVzBkafsb2e+cMpr7Bwn826Nl7F/AGqhz+kBDib0KIofYcrKVb/sfAo6iAPhu4VEr5mYaxWyuu0qqVaetYzWNKKf8tpZwopZzo5tZ7g1iXSvKLM2DjP2HkFRB7jvPj6XQbb/54hJTMUp6+dGSbNma9FlMkIHq3HV5Nacf7WLFl7xeMjMTdzovB1gj182RIhF+bdffJp0o5VVxt14LhhIFBZJZUO+xluyY1l4kDg8/IJE+KDSblVCnVdX33AszllOeCXwRFlfUE+Xho6sHh7+1OsfTVVHNvIybQm5unDeSLXadIy9Gdcc96Gurh/QvhX2Pg0xvg5HZtx2XvUYu0fUiSDyq4t7fe3oYe3LfPliOFPPH1PmYNCeN3F7aMd+6cFc/Tl45kfXoeN7+73eVy9N7CsyvScDcaeHRBIheOimLDoXyXWSyuT88D4LxmwX1cqMref7T1uO6q4iRSyu+llDcA44EMYK0QYrMQ4lYhhHtHx2vplv+RlDJNSvmalPJVKeUBIcRHGuZ2Cujf5HE/QGsRbVvHnrL+7MiYvQ6XS/JX/x4MRpj3F9eMp9MtpGaV8fK6Q1w0JpqFrnRQ6CkY3cE3DMoyO+8c9TWqsWRncCoJnouFI+s07W7LtF802nVOB9MGhZCUUdSqNHF5SjbuRsEFw9vvkt+UiVbbPkdq5E8WVZGWU94oybcxOS4Is0Wy+4Red+8yKlRwX1hZ16Ek34a/tztFFl8wV0O99sWbu2cPJjbEl8xiXZp/1rP9P1BwEEZfDRkb4Z158M58SFvRvqtJ+koQBki4oOvm2gPIKrHf495GmJ8e3LfF8cJK7vp4J7Ghvrxy/bg2lRE3Th3IP68ZS9LxYm54extFlX2r+efWo4Ws2p/DXbPiifD3YtHoKOobJGv2u8ZieF1aHgNDfBgU6tviuXvmDKbOrGfvXYEQIgTVl+6XwG7gX6hgf21Hx2pJE41odjIjMEHDcTuABCFEnBDCA7gW+FbDcQCrgQuEEEHWRnoXAKullNlAuRBiqrVL/k3ANxrH7HUsS3ahJP/IOkhbBjMfggCt1RE6PREfDyOzE8N58uIRHe/cW4keq7yRzZ3wpVxZAC8MgR1vu35sgD0fK0/nrW9q2v3SsdF8/MspTHOBJN/GtPgQquoaSD5VcsZ2myR/ZkIYAT4dLv42MjzKHx8PI0kOyOjXpqpav+bB/YSBwQiBLs13JRW5YIqkuEp7cB/g7U6+2aoMs0OaH+TrwQ8PzmostdA5S6ksgB//BoPPh8vegv/bDwueUw1PP70OXp8Cuz4EcysBafpKGDCtTzXubbBIckpr7G6mZyPM5KnX3LdCWU09t3+QBMDbN01sdPpoi0vGxvDWjRNIyynnmre29BkPdotF8vTyVKIDvPjVuYMA1eMmJtCb5SnOqyGr6xrYcqSQ8xLDW1WGxYf5cdGYaD7ccpxC/XXsMEKIL4GfAR/gIinlxVLK/0kp7wP8Ojq+zeBeCPG4EKIcGC2EKBNClFsf56EhoJZSmoF7UYH6AeAzKeV+IcRTQoiLreeYJIQ4BVwFvCWE2G89tgj4C2qBYAfwlHUbwF3A28Bh4AiwsqO59EaklHy1+xQTBgY5L8lvqIeVj0FQHEy71zUT1Ok2YkN9+c9NEzVfvPdKJv9aBSr7v3L92DveVrL5ne+7fuyGetj/NRg91OKEhhpVN6OBGYNDXWpjOCUuBCFa1t3vOVlCZol9knzbHMf2DyTJgbr7tam5JIT7EdtslT/A252hkf56Uz1XUp4DfuEU2ZO593In12z939gR3IOyxjM3WFi1L1u3oDpbWfc01FXA/L8qKztPP5h6J9y/G654B9y84Nv74J+j4OcXTr+GSk5AboqywOtD5JfXYrZIp4L7oso6vSFcExoskvuXqM74r98wvsV3SVucPzyC92+dRFZJNVe+uZkThVWdPNPu54tdp9iXWcZvFw7Fy90IqH4Ei0dHsfGQ8xamm48UUGu2tKi3b8p9cwZTY27g7Y3HnDpXH+dtKeVwKeWz1sQ2QghPACnlxI4ObjO4tw5oAp6XUvpLKU3WW4iU8nEtM5NSrpBSDpFSxkspn7Fu+6OU8lvrzzuklP2klL7WcUc0OfZdKeVg6+29JtuTpJQjrWPeK8/SK4oD2eUczK3g0nEuyLJv/zcUpMOCZ8HdMamYTvezL7OUez/Z1TckZvFzIHQIbH3dtfL5+holMXX3hdx9kLPPdWMDHP0RqotOXwjvfK/DQzqDIF8Phkb6t6i7X56cjYfRwPnD7c+2ThwYxIHsMipqtTcoLamqY3tGUYusvY3JsUHsOl6iX8i6AnOdeu35RVJYUUuIZlm+G9l11kDEjrp7G8tTsrnzv7tY7SLJp04PIjtZLYJOvgPCEs98zugGo66EX2+AX3wNESPgh6fgpZGw6nFIsn729bl6exVAOlNzD1BY0Qe+5zXy1xUH+DE9nycvGcH0+FC7jp0eH8rHv5pKWbWZK9/czMHc8k6aZfdTWWvm+dXpjO0fyMXNnHcWjY7CbJFOf06vS8vDx8PIlEHBbe4zONzE4tHRfLg5g+K+cL3aOTzdyrYtWg/WIsv/vRDiRiHEEwBCiP5CiMlaT6DjGF/vycTNIDT5ULdLRZ5VUjcPhixwzeR0upw6s+qOv/1YEQbXJXh7LgYDTLlTNWQ6uc1146Z8BlUFcMmrYHBTj11JylLwCoDxN8GQhbDro9blql2AqrsvptasGtZZLJIVKdmcOySUAG/tknwbE2ODsUjsqpFfn55Hg0W2GdxPigumur6B/e3Y9ulopFI1OTL7hlNWYybIDll+Y3BvZ+YeVNnY4HA//r4qHbO+SHP2IKUK0r2DYPZv295PCIg/D37xFdy5UQXz296CjS+qBdqQ+K6bcw8g0+pxHxPkYHDvp3vdN+V/O07wzsZj3DI9lhumDHRojLH9A/ns19OQwDVvbTmjXK2+wUJ+eS0Hc8vZdrSQVfuy+WTbCV5bf5inl6Xy0Gd7eXjpXnJKe76s/62fjpBXXssfLxreQgk4KiaAAcE+jeW+jiClZH1aHucMDsXTzdjuvvfPGUxVfQNvb9Rr7+1BCBEphJgAeAshxgkhxltvs1ESfU1oaSP/GsqHfg5KKl9h3TbJ/mnraKHBIvlmTyazE8M1X6C1yfd/Vk2SFvxNfQnr9DqklPz5u/2k5ZTzzs0TNdmXnRWMuVZlgra+DgOmOj+elLDlNYgcBSMug+T/QfJSmPtntZjgLHVVytN5xGXK9mnSbZC+HFK/hdFXOT++nUwdFMy7m46x50QJUwaFsPtkCVmlNTyyILHjg1th3IBADEI11ZuZEKbpmLWpuYSbPBnTL7DV5yfHqtX/HceKGNu/9X10NGL1uK9wV/XNmjP3Xu6USGsJX7X9mXs3o4FH5ydyx0c7+SzpFNdPGWD3GDouYOcHsP9LuOoD8HbBe+nAt3B8Iyx6UQX4WogcBVf8B+b+EZLehX597zIxq0Q1mIwKcLChnjVzn19RAwS4alq9km1HC/nD1/uYmRDKHxYNc2qsxEgTn985jRve3sY1b20l3F+VP5TXtK1E83Y3EuzrQUFFLYfzKvjfr6d2GNR2F5kl1by14SgXj4lm/ICW71chBItGR/HvDUeVsssBl6X03HKySmu4f25Ch/smRJi4cFQUH2w+zq9mDuo7163OMx/VRK8f8GKT7eXA77QOoiW4nyKlHC+E2A0gpSy2NsjT6SS2Hi0kt6yWPy52UpJ/Kkk195rxAISeZV7ofYh3Nh7jk20nuHNWfN9qXuXhCxNuhs2vqPrNQCeDhsM/QH6aagolhOr8fHCVuoCNO9f5+R5arWpTR1kD+UFzVJ+LpHe6JbhvrLs/WsiUQSEsS87Cw83A+Q6+hkxe7iRG+mv2u681N/BTej4Xj43B0IbcJNzfi9gQH7YdK2ps/uMMUkre/OkosxPDGBbl7/R4vYoKJbcsMQQBZQT7art48/d2p9jWn8eBzD2oZokTBgbxz+8Pcum4aHw8eq/9bK8kLw1WPAINtbD0FrjhcyWbd5T6aljzB4gYCRNusf/4wP5w/p8cP38vJqukGn8vN0wdNHxri8bgvo9n7k8UVnHnf3fSP9iHV68f32ZnfHsYGOLL0jun8fdV6TRYJMG+HgT6uBPs60GQj/Xme/qxrWZ9RUo2d3+8iz9/m8qzl49yeh6dwd9XpQHw24Vt26EvHh3FGz8eYfX+XIcWYdeltW6B1xb3zRnM8uRs3tl4jIcucCyp0NeQUn4AfCCEuEJK+YWj42h5t9RbO+RLACFEGCqTr9NJfLU7E5OnG3OHaXsDtYrFor7s/SLh3EdcNzmdLqWy1sw7G49x4ahIHp3fBz8cJ/0KEKpvhLNseRVMUTDicvV4yELwMKkMvitI+Vy932LPUY8NBph4G5zYArn7XXMOOwjwcWdEtD9bjhQ2SvJnDQlz+KITVN39rhPFmuTXm48UUlnXwAUd1PdPig0m6XgRFovzvRX2Z5Xx3Kq0vmnDU66C+wJU1saebvk1eGIxejpUcw8qK/T4wqFK4t8L5KtnFQ1m+PpOfK7DlwAAIABJREFUtRh6/pNwdD2s1tQWqW22vKoWVBc8q+xzdTSTWVztcDM9gFBdlk95TT23f7ADi4R3bp7kUBlZW0QFePPSNWN5+bpx/PniEfzm/CHcNC2Wi8ZEc05CKCOiA4gK8G4M7AEuHBXFnbPiWbL9BJ9uP+GyubiK3SeK+WZPFr+aOajdXg/Do/yJC/VleYpjDuLr0/IYEe1PhL82VcrQSH8Wjozk/U0ZlFbVO3TOvoYQ4kbrj7FCiAeb37SOoyW4fxn4CggXQjwDbAT+av+UdbRQXdfAqn05LBwVecaHi93s+RiydsG8p8DT5LoJ6nQpvp5ufH3PDF64amyb2c+zmsD+MPxi2Pkh1FY4Pk7OPnXRO/kOcLMGPR4+auzUb+3y926VmlI4tFZJ8pteDI+7EYyesOMd58Z3kGlWOf7mI0oNtHi0hh4e5TmQk9LqUxNjg6iqayAtp+OmRGtTc/HxMHZo8TcpLpiSqnoO5zvx/7Xy5a5MADYdKeh73dsr8gBBrkUpFrR3y1cZ3nqPQIdk+TYmxgaz+jfnEh/WoUuPjivZ+BJk7YbFL8E5v4Hp96nF0O3/cWy8siz4+UUYdrFrFE19jMySavo5WG8P4OVuxN/Lrc8G95W1Zu75ZDdHCyp544bxxGnsjN/ZPDI/kZkJofzxm/129Z3pbKSU/GVZKmEmT+6a3X5/CyEEi0ZFseVIod2vr+LKOnYeL263S35r3D83gfJaM+9u0jvna8T2gvcDTM1umr9cOwzupZQfA48CzwLZwKVSyqX2zlZHG98fyKWi1uxcl/zqElVr33+Kkh7r9DqySqp5ae1BGiySCH8vvD36cPZk6t1QWwp7lzg+xtbXwd2npcR09NVQW6bk+c5wYJmSxI668sztPsEw8nKlDqjt+i690+JDqDNbeGbFATzcDNrKOr74Jby7oFWJ9kRrjXxHfvcWi+T71FxmDQnrcJHSVne//ZhzlnjmBgvf7s3E291IblktR/IrnRqv11GRA76hFFYrVYXm4N6aFat1D1DfHU5gMAjKauo5XtjH/vbdRU4K/PQcjLwCRlyqtp3/pGqeu/K3cGSd/WN+/2ewNMAFf3HpVPsKWSXOZe6h73rdH86r4JLXNrHxUD7PXDqS6YPt64zfmRgNgpevHUe4vyd3/XdXj1l8+S45m10nSnjkgkR8PTsuxVk8JgqLhFV2ds3fcCgfi9QuybcxLMqf+SMieHfTMUqr9ex9R0gp37L++L2U8smmN+AHreO053MfbLuhvO2XAJ8AudZtOp3A17sziQrwYmpc+9mudvnpOagqhIV/15vo9UIqas3c9v4O3t14jMxiJzPKZwP9JkHMBNj2pio3sZfyHEj+DMbeoILtpsTOVFL9ZCe75qcshaBYNc/mTPqlqsV3lfzfDibFBmM0CA5kl3FeYhh+HX35Z+6EjJ/VfJPebfF0TKA3UQFeHfrdJ2eWkldeywUjOl5MGBjiQ5jJ02m/+58PFVBQUceD84YAyo+3T1GeC34RjRZaQT7apKw2yWuNm7/DsnwbUkqueH0zf/jaxRaTOi0x18FXd6rPtAv/cXq7wQhXvK2s6z67BfIPah/z5Hb1OTX9PvV5pmMX5TX1lNWYXRPc95DgsatYlpzFJa9upLiyjv/ePoVrJ/e8xpxBvh689YsJlFTXcc/Hu7rdwrWmvoHnVqYxItqfKyb003RMYoSJ+DBflu21T5q/Li2PYF+PNpvjtsd9cxIorzHz/qYMu4/tw7yicVurtJe53wkkWe+zrD8nNdmu42IKK2r56WA+F4+NdlyCnXdA2dBMuAWix7p0fjqdj7nBwn2f7OJQXgWv3TCeASGanS/OXoSAKXdB4WE4/L39x+94GyxmmHpXy+cMRpVtP7QGKgtbPq+Fijw49pPKnrW2mBYzASJHw453Vcf+LsTk5c7IGNVxedHo6A72Bja9DJ4BMHAGbH0T6lvWT0+MDSYpo7hd2fva1ByMBsF5iR2v8gshmBwXzPZjRU5J6b/cnUmgjzs3T48lJtCbTYf7WHBfkQN+ERRV1hHo4665AZUtc19h9He4oZ4NIQQXjYnm50MFeva+s/npOcjdBxf9q+WipacJrvsUjO6w5BptizYWi8r2+0XCOf/XOXM+y7H1m3A+uPfqM8F9fYOFp75L5d5PdpMYaWL5/TN7VMa+OSOiA/jb5aPZnlHEM8sPdOtc3tl4jMySap5YPByjxphBCMHi0dFszygir0xbf5QGi+Sng/nMTgzTfJ6mjIwJ4PxhEbyz8ShlNXr2vj2EENOEEA8BYc3q7f8MaJbwtvntL6WMk1IOklLGAQesPw+ybXf+V9BpzvKUbMwWyWWOSvKlVF/OniaY84RrJ6fTJfxlWSrr0/N56pIRnDtEm91Yn2D4JSrDvvV1+46rq1L17kMXte23PPoaFfynfuXY3PZ/DdJyukt+c4RQ2fu8/XBiq2PncILzEsMwebkxtyM5XdFRZX816TaY/ZjyTU/+tMVuEwcGkVNWQ2ZJ26qStam5TI4N1mx/Mzk2mOzSGk45qFQpq6lnzf4cLh4TjYebgenxIWw5UkiDC5r09Roq8sAUSVFVHcF22A75ehgxGgTlwuRUzb2Nqyf2x2gQLNl+0umxdNogc6eqtR9zPSQubH2foIFw7cdQego+uwkaOrioTv7U2qfnSfDU+yY4gk1pFxPomA2ejTC/vpG5zymt4bp/b+XdTce4dUYsn94xjUgHLQS7kkvHxXDrjFje35zBV7tPdcsc8spqeG39YeaPiGDqIPuUvotGR6lwYZ82af7uE8WUVNXbXW/flAfmJlBWY+bDzRkOj9FH8EDV1rtxZr19GXBlO8edgVZviT50hdR9fLU7k6GRJoZGOmjhlLJUZRDn/AF8nZD163QLGQWVLNlxkl+eE8cNUwZ293R6Fm4eKkA+ul6pU7Syd4kKWKbd0/Y+ESMhfLjj0vx9n0P4CAhvx4d31JUqI57kgsZ6eWmw/tmOL9at3D17MOsfnt1xPd6W18DgBlPuVOUK0eOUDaGl4YzdJgxU3djbssTLKKjkYG4F8zrokt+USTa/ewel+atScqg1WxoXRmcMDqWsxsz+rFKHxut1WCxQoWT5RRV1muvtQWVy/L3cKMWkMvdOqksiA7yYMzScz3eepM6sG+u4nPoa+Oou8ItQ3ezbY8BUuPgVVWqz4uG2/7e15arWPmYijNL79DiKbcEzJtA5xV2YyZPKugYqa9v2YO/tbD5cwOJXfiY1u4xXrhvHny4agYeb83Z3XcXvLhzGlLhgHvsihX2ZXf8984816dQ3WHh8YTvXHW0wJMLEkAg/liVrk+avS8vDaBDMTHA84TSqXwBzh4bz9sZjVJzFr2tnkVL+ZK2vn9qs5v5FKeUhreP0nnfSWU5GQSW7T5Q43kgvLw2++41qojfhVtdOTqdLiA31Zdl95/D4hfZ/WPcJJtwKbl6q9l4LFovK9EePhwHT2t7P5nl/chsU2dnRteSEOm7UFe3v5+ELY69TWf6KfPvO0ZSqIvjkKvjpb7DzfU2HeLgZGu2V2qSyAHb/F8ZcC6ZI9TeZ8YAqhUhfccauQyNN+HoY2wzE16bmAtgV3CdGmjB5uTkc3H+x6xSDQn0Z21/VA063dujfdNjBUoveRnWRUp9YZfn2BPdg9bq3+EJDHdQ5L6e/fsoACirq2Hasj/z9u5L1T0NBOlzyCnhrqH8dcy2c86D6vNj2Vuv7/PyCWhxa+Jyy8NRxiKySatwMotGr3lFsxxechU31LBbJ6z8e5sZ3thHo48G3987gojEaSsZ6GO5GA69eP55gXw/u/O9Oiivruuzc+zJLWbrzFLdMjyXWQTeBxaOj2ZFRTI4G69J1aXlMHBjktCXh/XMTKKmq56JXNnL7+zv4w9cpvLb+MF/uOsWWI4UcL6yk1tzQ8UB9A08hxL+FEGuEEOtsN60Ht5nKaeanF97cX09K+aIDk9Vpg2/2ZCEEXOzIh1xtOfzvRmXtddX7YOy4Y6ZOzyE1q4wD2WVcMaEfQyJ028I28Q1REvq9n8LcP7WsM23OodUqOL3inY4bS466SmWuUpbCrEe1z2nfF+p+ZAfBPSjP+21vwu6PYKZmu9LTWCyqgVZZNoQNgx+fVfPWcoHfEdv/DeYamHbf6W3DLlZNtTb+E4YubvwbuhkNjB8YRFJG65n7tam5DI000T9Ye/bKaBBMHBjkUMf8k0VVbDtWxEPzhiCscwz39yIh3I/NRwo6tAc6K7B63GOKoLCyjvED7XtNBHi7U2ixXiRWFzstyz43IYw1/3eu/nnmak5shc2vqoXOwedrP27OE1BwEFY/rsqTEuadfq7omFLtjLkO+k10/Zz7EFkl1UQGeDlUl9wUW3CfX17LwJCeYQXnCkqr63nos718fyCXxaOjeO6K0Zo6vPdUwkyevHHjBK5+cwv3LdnN+7dO0tzrxFGklDy9PJUgHw/unZPg8DgXjorixbUHWZGSzW3nxLW5X1ZJNWk55Ty+cKjD57Ixpn8gT10ygp/S88kqrWGnVe7fnFA/D6ICVPPefkE+3DojVvP1hOXsKcVbCrwJvA3YveLR3quwqdb/P7T029NxEVJKvt6TydS4EPsbsUgJ39yj6mWvfA/8e98KaF8mt6yG2z/YwT/WpJ/VEjyXMeVOFYTufK/jfbe8Bv79VL1+RwT0g4HnKGm+PbLklM9VN38tnaXDEpXcPem9FlJ3TWx8QS1YLHgWLntTZfF/fsH+cZpTV6k8sRMXQdiQ09sNRtU1OzMJTmw545AJA4NIzy1v0RynqLKOpONFXGBH1t7G5LgQjuRX2p2t+maP8rZvrnqaMTiUHRlFfSMTUKHUEtIvguKqOoLsqLkH8PdyJ7/BevHkgrp7o0Hogb2rqauEr++CwP7229QZDHDZWxAxApbeemZp05o/gMFdLZjqOEWmC2zwQNXcw9mVud+fVcrFr27kx/Q8/nzRcF65blyvDuxtjO0fyF8uHcHGwwU8vya908+3NjWXrUeL+L95Q5zKpA8O92NopKlDaf769DwAp+rtm3LTtFjeuWUSKx+YyZ4/XkDqU/P54aFZ/Pf2Kfz9ytH83/lDmDc8gmBfDzIKK/nvtuPc8t52zdfH5WfPdbRZSvmGlHK7lHKn7ab14PYa6j3Z3s01c9cB2HuqlGMFlY410tvyGqR+A+f/CeJmun5yOp1GVZ2Z2z/YQVl1Pe/cPOms+KLrdCKGw6DZsP3t9mvOs/aoOtOpd6qO0VoYfTUUHoKs3dr2z0tT3apHau5xApNuh9IT9nf9P7IO1j2jMvWTfqmcMMZer5QA9pYSNGf3xyqgm/FAy+fG3gA+obDpX2dsnjgwGClh94kzfdF/OJCLRcK84ZF2T2NynKrlT7JDmi+l5MtdmUyOC26xsj89PoSaegu7jjvn3d4rsAb3FW6hNFikA7J8N7LrbMG9cx3zbUgpefCzPbzQBRe8fYLvn1SL+Je8rprm2ounn+qg7+4Nn1yj3EGO/ghpy+Dch8A/yuVT7mtkldQQ44rgvknm/mxgadJJLn99M7X1/8/eeYbHVV1r+N0zo96rbVXbam4q7sYdA6YYTAnFJtRAKCEhCUluSCWBkHoTEhL6JUDohAQMBoN7t3GRJVsuarZsFav3PmXfH3tGvcxIo2L5vM9zHsmn7NkjS3PO2mut77Pw/oMLuGfRpLYqq7HAbXOjuH1+FC/tOM1nR88P2etIKfnblmwmB3uxdm7koMe7LjmM1HPVfYrjbjtVSkSAB7GhQyOy6elqICbEm8Vxwdw6J5LvXh7H725K4o1vzGPj95fx+r1zOVPewOP/PWaXm05ND5UAFyifCiG+JYSY0MWa3i605qpRwMdHCnE16Lgq0cEH4rw9sOmXMPU6WPjo0ExOY0gwWySPvpvGiaJa/nH7LKaFDVBE8WJkwbegrkgtavXGvufA1Rtm3WX/uNOuB72r/cJ6GR+C0MH0G+1/jSnXKiGsg/9n/zU1BfCf+yFkirK9sj0Urfi5EsDb/Cv7x+qK2QT7/q60OqLmdz/u4gHzH4SsLzpl+1Ki/NHrRLdAfNOJEib4uTMj3PHf58Rwf9wMOg6csT+4TC+o4XR5A1+b1X1hdP7kIHTiIvG7t5bllwtVjh/k7Vhw7+fhwnmjNSgZpNe9DSEEDS0m3v7q3MVRPTGUnNkJB15SlUuDWcT3i4C176rfl/fvgC9+Av7RsKAPwVENuzCZLRTXOie4D/RyRScu/OC+qdXM/3yYzo8+PMrs6ADWP7qY2dF2xycXFE9cN41ZUf786MN0MovrhuQ1dueUc7yoloeWxTil/H9VolrQ+7yXBYlmo5ndOeWsmBI6YosxC2OC+cHKBD5NL+Kt/Wf7Pb+6afi0D4aYu4EfAXtRFvQO2dBrwf0IYzRb+DS9iCumjsPX3YESm7pi+PBeCJykVvLH0CroxcDO7DI2nyzhieumc6mTyp0uGmKvgMAY2P9Cz8drCuH4f1Vg7+5n/7ge/hB/lQrazf2UdkmpSvInLQUfB0rQ9S4w627I3gRVef2fb2qFD+4GUwvc9qYS5rPhG6ay7Sc+HrjF3sl1ShSwp6y9jbn3g4unUs634u1mYOoEn059981GM7uyy7l86rgBPQi4GnSkRPo7JKr339QC3Aw6rk7snnX083AhMcLf6X73o9Jer74EXH2oaFXVP4Fejgl6+bq7UNBstaByQlm+jdvnR1PZ0MrG4yVOG/Oio6UOPn5EfeY5o3Q+Yg7c8Dyc2wulJ2Dlb8Bl9NuPjXZK61owW6RTyvL1OkGQtxtlF3BZ/umyem58fg//PlzAoytiefO++f0Lu17AuBn0vHDHbLzcDDz45iEaW51fHv7ijlzG+bpx/UzntN9ODPZiRrgv64/1HNzvO11Bs9Ey4s+oDy+LYcWUUJ5cf4K0/L4r8Xrq4b8QsdrOd93stqHvNbgXQnzX+nWRMyaq0TO7s8upaGh1TCXfbIR/36Nu+re+Ce5a1vdC49KEUD761kLuXjhxpKdy4aHTwYKHVS94/sHuxw+8rHzn5z/o+NhJt0FDmSpX7YuiVKg641hJvo3Z96iM/yE7dAM2/ky9z+ufg+AexHMWfgd8JsCXP1WCe44gpSq3D4qD+F68skEJF866S1U01BS27Z4THUhafjVGs3rd3dnlNBnNDqnkd2XepECOF9XYZZXTarIujE7rfWF0UUwQ6QU11DU754afU1LDD3/1Sw7mDF3p5YCoLwEfpZQPOORzD0otv8zk3LJ8gCWxwUQEePDOV+ecNuZFx5c/g9oCuOEFJZrrDBJvhqv+AHO/qSr/NAaNrbQ5bJAe9zYuZK/79UeLuO7vuympbea1e+by2MqEQYsMXgiM83Xn2TUzyato5LU9eU4d+1hBDXtyKvjGokm4GfROG3dVYhjp+dXkVzZ2O7btVCkeLnoumTyy1to6neAvtyYT6uPOI2+n9ulMUN00NoJ7ACHEDCHErUKIu2ybvdf2lbm3+an9vY9zNAbJR0cK8fd0YVm8A/6Rm55QAlfXPat6kDUuGHZnl5N6Tj08z4wKGOHZXMAkr1W+8fuf77y/pV6J7dmU3h0l7gpw94ej7/d93rEPVQn/QB6M/cIh4Wqlmm/q4+Ht6L/VQsUl34bpN/R8jqsXXPZLKDzcrtxvL2d2wPl0tUDQn/3Vgm+pBZOv2qslZkcH0GQ0c6KoFlAl+T5uBhYM4kFg3qRALBJSz/YfYG7PLKWq0cjXZkX0es6iWNWDPhAV/p5I+/JNntE9S9W2UXZbrCsB7/Htwb2DZfm+Hi604oLFxRManRfc63SCtfOi2He6gtNl9U4b96IhezOkvqH+RntqmxkMCx6CVf+rVf05iaI2j/vBZ+5B9d1faMF9i8nME+sy+PY7R5gywZfPHl3C8oSLqzLxkpggLp8ayos7cp3a//3ijlx83A3cPj/KaWNCe2n+Z12y91JKtp4qZVFsEO4uzltMGCj+nq68cMcsyupaeOyDtF5V8Wsax0ZZvhDiCVT8/XfgUuCPwGp7r+/rie6kECIPSBBCHO2wHRNCHB3MpDUU9S0mNp4o5tqkCbga7OyQyPgv7H8O5j0ASbcM7QQ1nEpmcR0PvXWYp9afsEsYRKMP3Lxh1p2q776moH1/2tvQXKMC4oFgcFM99KfWq4WCnrCY1d9h7BUDt6Gbex80VvSuG1B6Ej59FKIugct/1fdYSWtgQrLqvTf2LozTjT1/U/3/Sbf1f25ANMy4CQ69Dk2qLG7ORKsA3tkqzBbJllMlLEsIsf+zrAdmRQWg1wm7gvGPjhQS7O3KkrjgXs+ZHR2Aq0HnFL97o9lC+Bmlx5BY9O+BOR4MFfXF4B1KhTW4D3JUUM9dlfOb3QKcmrkHuGVOBA8um4z3xS4YWnAY/jIN/poILyyCV6+Et25WVXjrvg1f/BS2/Va1vxx6TS0gfvIdpbWx/KcjPXuNfmjP3F+cwX1+ZSO3vriPN/ad5f7Fk3jvgQVO+1lcaPxgZQL1LSZe2pnrlPHyyhvYkHGeOxZE4+NI+64dRAV5khzh100IMKe0noKqphEvye9IUoQ/v7huGtsyy3h+e06P59SMncz9zcBlQLGU8l4gGbC7r6Uvtfy1wAIgB7iuw3at9avGIPkyo5hmo8V+lfyyTPUQEDEPVj49tJPTcCqldc184/WDeLrqee72WWNKKXbEmPcAINvF6SxmlcmPmAeRcwc+btJtYGyEU5/1fPzsHhVMJQ6gJN/GpOUQOBkOvtr9WEsdvH+nEgS8+bX+1f51OvV5UFughATtofiYUuCf/5D9/bYLH4XWujYbwgl+HoT7e3D4bCVp+VWU17cOqiQfwMvNwPQwXw7003df3djKlpOlrE4O7y4sdPBVKM8GwN1Fz5zoAKeI6h1ITeUSmU6uawITZCklh/sQdBxu6krAR2XuPV31DmdabJZKRlc/p/bcA4T6uPOTq6cS6nuR93UffV8t6EUtVFVFBlf17+IM5Z6R+gbs+IOyplv/PfjPfdBYrsrxtZ74UU9RdRP+ni5Oc70J8VE99xdCImDziRJWPbuL0+UNvHjHbH5+7TRchtjvfTQzdYIvq5PDeG1PHqV1zYMe7+VdpzHoddy7aOLgJ9cDq5ImcKywhrzyhrZ9W08pC7xLR1nlxR3zo7g+JYy/bMrqUU9nrPTcA01SSgtgEkL4AqXA4HvuAaSUxVLKZOA87f72RVLK/iULNfrl47RCIgM9mGVPeXZLnVK3dfGAW15XDwYaFwRNrWa++a/DVDa08urdcy/a1WynExCt1OcPvQatjZD5uRKpWzjArL2NyPngH9V7af6xD1XgHX/VwF9Dp4M590H+fvVwb0NKtYBXeRpuec1+e6pJS9TPYvczKtDrjz3Pqvcw5xv2z3lCEsSsUEKG1naCORMDOJhXxcYTJRh0wiklmHMnql7+vhTW1x89T6vZwk1dVfJP74DPHlMq4FYWxQZzqrhu0J7RdXv/iRkd+ltfp0gGYt7/0qDGcxot9WBsAO9xVDU47nEPqiwfoNnF3+mZewCLRbIts5SvTg++guKCJXujEuC86SVY8zbc/Sk8sA2+cwh+cAp+Wgi/rILH8+Gxk/DIQfheBoTPGumZa9hBUXUzYX7Ou7eHeLthNMtRnYk0mi38bsNJ7v/XISIDPVn/ncVcNcNxG9SxyPcvj6fVbOG5rT1nmO2ltK6ZDw8X8LVZEYT6DM0i3zU9lOZvPVXKlPE+o+55VQjBb29MZHKIN9997wjFNZ0XT8ZQz/0hIYQ/8ApKKT8VOGDvxf0urQkhlgHZwHPA80CWEGLpwOaqYaOktpk9OeXcmBLefxZXSlWeV5EDN/9T9exqXDC8tf8sRwuq+euaFBIjHFBv1+ifBd+C5mo4+h7s/YeydZpy7eDG1Okg8VY4va17oGxqVaX0CdcMXtwq5XYwuMOhDtn7/S8o9fvLn4CJix0b7/Jfg6kZtvVT1VN9TvXnz77H8baCRd9V4m3WhY85EwMpq2vhg4P5LJgc1JYB7pPyHKjtXZBu7sRAWk0WjhXU9HrOR0cKiR/nzfSOFpJSwtan1Pc5m6AsC1B+9wB7cwceWFbVNjCz8nNy/RYwMXYan7tdQ1jF/rbXcCp96TD0hNXjHp/xVDS0OmyDB7QJEjbpfZxmhdeVJ9Yd55nNQ/DzuhCoyFUCnHEr+z5Pp1MCub5hEBLvmBOHxohSWNXk1EBotHvdF9c0c/sr+3lpx2m+Pj+K/zy8kOggr/4vvEiYGOzFrXMieefAuR7F6uzl9T15GM0WHlhqd9LWYSICPJkZ5d9Wml/TZOTQ2SpWjKKS/I54uRl48Y5ZNLaa+c67qW2ivjB2MvdSym9JKaullC8CVwB3W8vz7cKeupm/ACullMuklEuBK4FnBjZdDRufphdhkXC9PSX5+1+A4x8p4azJy4Z+chpO5RuLJ/HO/Qu4crq2ou10ohaofvOtT6ss+IKHQecE8ZekW5WAXFeRutytajFhMCX5NjwDYfpNkP4+NNfC2X2w6RdqcWLho46PFxyr1K+PvAklx3s/b/8LSkRrwcOOv8akZernvedZsFiYE62qjqoajf2X5Fss6rrn58O/VivXjx6Ya+3l7600P6+8gcNnq7hxZkTnhdGsL6HgIKz4Oejd2sT/EsP98HEzsHcQlnhpW99nnKjCfb6qdKhMWEurNGBydvb+yFvw+2j1XuzF6nGPt1LLD3Sw3x7ay/Lr9b5DkrnX6QRr5kWy/3QluRejsF72RvU19vKRnYfGkFFU3US4k5TyYXQH93tzy1n17C6OF9XytzUpPH1j4qgQXRttfPeyOIQQ/HVz9oCur2s28ub+s1w9YzyTgod24WRV4gROnK/ldFk9u7LLMFvkqA3uAWJDffj915I4mFfFn77MbNtfM0Z87oUQS20bEAX4O5JYtye4d5FStv3kpJRZgHMVHS5CPjpSSHKB1FT7AAAgAElEQVSEHzEh3n2f2PGBf9H3hmdyGk7hi4xiztc0odcJLokZWSuRMYsQKnvfWK7U82fe4ZxxQxJgQkr30vxj/waPAJh8qXNeZ+79qqR63z+UsJZ/lPKgHqgmw7L/ATdfZZ/VU69mYyUcfgMSbwG/3lXme0UIlb2vyIasDcSP88HH2mN6eV/BfUM5vHOr+iybkALlWT3rDQBB3m7Ehnr3Kqr30ZFChIAbOnr9Wiyw7TcQMEl9TibdAmnvQmMlBr2O+ZOD2DOIvnuf429TIQKJmn8jAHNnxPOp5RJIf1ctzDiD1kbY8hSYmuCDuyBvj33X1XcJ7gdQlu9jFdSrw1sF90PQ53vL7EgMOsG7F6MtXvZGCI6HwEkjPRONIaC22Uhdi4nwgCHI3I8yr/vSumYefPMw/p4ufPLtRVyfolWS9sZ4P3fuviSaj44UkF1S5/D17x44R12ziYeWxQzB7DqzKslamn/0PFtPleLv6TLqHZ1WJ4dx1yXRvLzzNF9kqPvgWMncAz/qsP0C+BT4lb0X2xPcHxJCvCqEWG7dbPX/GgMkq6SO40W1/XvbN5RbH/ijB/fArzHs7M0p59vvpPKnLzL7P1ljcEy/SYnTXfItcPNx3rhJt8H5NCVkCdDaoPr6p13vPM2L8FkqE77jD0rl/9Y3wX0QrRuegbDsx6qlIGdz9+OHXlWLCQu/M/DXmHq9+kza/Vf0AhbHBTM7OqB3C6gzu+DFxXBmJ1zzv3D/ZrU4sv13vZaAz50YyOE8pcLfESklHx0pZGFMEBM69reeXKdEApf/RAkQzn9YBcmpbwCwKDaI/MqmAZVHnsk5xazWw5yLvgn0KgheMCmIt+VVGEwNKsB3BgdfgfpiCle+rBZ53rkNio70f129Ej6yCeoNJHPv7qLHzaCjGh+QZmhx0oJFB0J83Lhy+ng+TC2g2TiKnAaGmtYGyNvdf0m+xgVLkZOV8mH0Zu6f/PQELSYLr9w1h9hQJ95vxygPL4/Fw0XPXzY51pLUYjLz6u4zLIwJIiligK48DjDBz4M50QF8erSIHZllLIsPQa8b/THHz1ZNJTnCjx/9O52zFQ1jpudeSnldh+0KYAZgh6CSwp7g/mHgOPAo8F3gBPDQQCarofj4SCF6neDapLC+TzzylsrK3PL64B74NYaVnNJ6HnrrMJNDvPjV9dNHejpjH4MrPHoElj/u3HFnfA2EDo4q+zMyNygV/UQnWlAKoQJRgGufgfEzBj/m3PvVYseXPwOzqX2/sRm+eklZ+I0bxO+l3qAWBwoOwLn9PHNbCm/eN6/7eRYzbPudKsF39VJB/bxvqvd81e+USOi23/b4EvMmBVDXYuJUcecg8/DZKs5VNnLTzA5VBxazGidkSnu7xPgZSrzsq5fBbGRxrLLL60ldtz8Ktr0MQPQV7bc9D1c93pPncVIfDwdeVpUDg6G5BnY/Q0HQIhZ/6s3ZVW+rCpE3b4LSU31fW1cMelea9L40Gc0Oe9zb8PNwoVJaK8mGqO9+7bwoPF30nK0YeA/qBceZnWBuhbgrRnomGkPEOevvszODex83A24G3agK7redKmX90fN8+9JYJvdXdaoBQKCXK/cvmcyGjGKOFlTbfd26I0WU1LYMS9bexqqkCWSV1FPR0DqqS/I74mbQ89zXZ6HTCR56K5WasZO570oBKsC3i36Deylli5TyL1LKm6SUN0opn5FSjp5PmwsMi0WyLq2IJXHBbSuzvXJiHYTNVCrVGhcEFfUt3Pv6AVwNOl69e26bUJXGBYjPOJVhPvaBCt4y/gM+YcrKypmkrFXq2ClrnTOewRWueArKMyH19fb96e9CQ5kqqx8sKV8Hj0DY8zfcXfR4unaxf6otgjdWw47fK3HCB3Z0/hwLnaqU+g/9E0pPdht+3iTVxnKwS2n+f1IL8XDRd1ZkPvqBKvO/9Ged9RYWPAJ1RXBiHbGh3oT6uLHHQVE9k7GV+MKPOeE5m8DwuE7HlsWH8GLT5Uro9PQ2h8btxr7noKmKP5luQUrYUugCd30MOgO8eYNygeiN+hLwHkdF48A87m34erhQbraKRA5B3z0occNdP15BwvgBZvxyt0JNoXMnNdRkb1TOFFGXjPRMNIaIjMIadAISxjkvky2EGFVe9w0tJn7+cQZxod7DGnCOBe5fMokAT5dOveF9YbFIXtyZy/QwX5bEBQ/x7Nq5JnECQoBOqPvbhUJEgCd/vS2Fk+draTUPcqF9lCCE+LsQ4lnr9g9gF5Bu7/UXrxHlCHEwr5LC6qb+ve2rzkJRKky7YXgmpuEUfr/hFKW1Lbxy1xwiAweppq4x8iTdptTls7+E7E0w4yalaO1sfPup4nGUKasgerHKaDfXqOz23r+rxUJHVfh7wtUT5j8IWRu6Z5azN6ky/KJU5dF900vg1kOW59KfqjaKL37Srcc73N+DcH8PDua1B5nNRjOfHS3iqhnj272kTa2qvH9CMky9rvP4cStVBcP+5xGowHJfbrlDvtEnd/2XcVRgTL6z27HlCSFssMynyTUQDrxi95jdaCiHfc9RH7OKdSUqW7IjqwyCYlSAb2yCf93QLpzXlbpi8A6lskEF9wOxwgOVuS812YL7ocnc63QCvU5gNFuobXYww9JYCW/dDP+5f0g0AYYEKSF7sxKiNPSzmK9xwXIkv5r4cT5O87i3YfO6Hw08symLwuomfntTIq4GLXRwBB93F761PJZd2eXss2OBefPJEk6XNfDgspj+3bScyDhfd5bGhbA4LgT/Ad5HRopLp4Ty7UtjR3oazuQQqgX+MLAP+LGU0m5RKe0vdJj5OK0QT1d9/8rSJz9RX6ddP/ST0nAav7huGq/fO2/UC5Fo2MmUVeDiCZ9+FyxGVap/ISAEXPm0Coh2/RlOfQaVuSpr76yHhbnfBIOHWjQAFWh/+TN4+2bwmaCy9Sm39369Z6DqkT+9DbK+6D78xAC+OlPZFoxvPVVKbbOps7f9kTeh+iys+EX396XTqZaHwsNQcJCFscGU17eS6YCwkTz8BuX4Me3SNd2OTQ72IjTAl82e16j5V56xe9xO7H4GjI184H0XOgHXJk1g/+kK1Zc+bjp8/UPVV//mjT2Xy9eXgvf4tuB+IFZ4AL7uBkqM1uC+cWgy96B6SZf9cRt/3eSggnT2JqUHcG4vnFrv/ImZTXD4dbUY5izKMqHmnFaSP4axWCTp+dXMjHJ+X3SI9+jI3GcU1vDPPWe4fX4UcycGjvR0LkjuvCSa8b7u/OnLU30uMEspeXFHLpGBHlwzY/gdll66czYv3zl72F/XGXz/inj+8LXEkZ6Gs/g3cMS6fSiltFNhV6EF98NIs9HM+qPnuWr6+O5lrF05/rHKRmnquhcEHx8ppNloxtfdRVPGH0u4eSunivoSlQUOmznSM7KfsBRIXqus77b+BgImwtTVzhvfKwhm3akcBc7ug9euUqr/c+5T/fUh8f2PMfc+CE5QiwKmzhY2cycFUl7fQp61n/W/qQWM83VjYYy1TNHYBDv/BJELercYS7lduSjsf55FbX339pXm15aeY3r9Pk6Ouw43t+4WV0IIlsWH8JfKRUidXokVOkpNIRx4BZm0hn9mubI4LoSvzY6gxWRpdwuInAtr31Hl/2/frLQKOlJfDD7j2oL7QK+BZYh9PVwoaLH2DA9RWT6oHsmZUQH8x1FhvczPwXschEyFjb/o9vsyaA68rBbx9j3vvDFtFnhacD9myatooLbZRPIQiJ6NhrJ8k9nC4/89SpC3Gz++asqIzuVCxt1Fz6OXxZF6rpqtp0p7Pe9gXhWp56p5YMlkDPrhD9HcXfQXrK2hXie4bW7USE9jUAghXIQQfwXygdeAN4DTQojHrcftegjt9zdHCBEvhHhFCLFRCLHVtg1m8hcrR85VU9dsarOc6JXqfCg8pGXtLxBe33OG772fxlv7z470VDSGgqTb1NcZN194jhWX/QKEXvXfL/xO5550Z3DJIyqb+tpVUJ4Dt7wB1/4FXOwUltK7wJW/VVUFBzp7xs+zZogOnqmkor6F7Zll3JAS3q7ge+ifUHde+dr39v/i5g2z74ITnxBOORODPO32uz+z6SX0QhKy7IFez1meEMqZVj8qIldC6pvKzs4Rdv4RpIWjsQ9TUNXEDSlhLJgUhKtBp0rzbUxeDje/BkVp8N7tShwRVIDbWNEpcz8QtXxQZflFzdaFgSEqy7dx+/woapqMbMg4b98FphbI2QLxV8HK30DVGeUu4CxqCmHb0+r7tLdVG4szyN4IodMHZjupcUGQlq9E0lKGInPv40ZlYyvGEewjfn1vHhmFtfzquun4eWgaQoPhljkRRAd58qcvM7FYes7ev7gjlyAvV26ZEznMs7s4EEIkCCHSOmy1QojvCSF+JYQo7LD/mg7X/EQIkSOEyBRCXNlh/1XWfTm24Nu6f5IQ4ishRLYQ4n0hhCM35T8D3sBEKeVsKeVMYCowWQjxAvBfewaxZ1no30Aq8HM6++5pOEh2qcq4TA/rR/m+rSRf67cf7Xx29Dy/Xn+CldPGce8ircpiTBKzAlb9RVntXWj4hsGlP1FVB8l9lMgPlICJMO9BmLgEHtoJ0wfwmRV3ueqP3/FHqG8PaGNDvQn0cuVAXiWfphdhskhutJXkt9TDrr+ooHfSkr7Hn/eg+nrgZRbGBvPVmUpM/T0sW8xMyP2AVH0yCVN7FzS9JCYIF71gg+dqaK5W4ov2UpGrFgTm3MsHOQIPFz1XTh+Ph6ue+ZMC2dkxuAeYeq2yRD2zEz78BpiN0GDNAFl77g06ga/7wPp+fd1dqGq2IN18hzRzD3DJ5CAmBnnyjr2e93m7obVOtcnEXa7+Jnf80Xmq/l88DhYTXPYE1OTD6e2DH7O5Fs7t07L2Y5z0/Go8XfXEDYEtXIiPG1LStnA33ORXNvLnjVmsmBLKNYnDXyI+1nDR63jsinhOFdfx6dGibsczi+vYeqqUexZOvGCz56MdKWWmlDJFSpkCzAYagY+sh5+xHZNSfg4ghJgGrAGmA1cBzwsh9EIIPfAccDUwDVhrPRfgD9ax4oAq4D4HpngN8E0pZVuJnpSyFuVctwawS3nZnuDeJKV8QUp5QEp52LY5MFENK9kl9fi4GRjna4dK/rhEJaikMWrZf7qC77+fxqyoAJ5dO/OC8ATVGAA6nSof97hAdRQWfVdZBboOkcDj1b+He9arQH+gXPlbZTO47Tdtu4QQzIkO4GBeJR8dKWTaBF+mjPdVB796ERrLVa99f/hHKrG91DdYGu1BfYuJ9IK++6qLUj8n1FJKZcKaPgWNvN0MzJ0YyNtFYeoz+8Ar9ou9bf8d6F1pXfgY64+eZ+X0cW2CXMviQ8gurafQ6p/dRvIauPpPkPkZrHukXWTP6nEf4OU6YAEmXw8DFgnSPWDIrPBs6HSCNfOiOJhXRU5pff8XZG5Q2heTlqp/r/wNtNSqAH+wZH2pFtSX/khVongEKC2HwXJ6u1ow0PztxzRp+dUkhvsNyf0/xHvkvO6llPxyXQZCwJPXTx9WYbexzHVJYUwZ78Mzm7K6VWS8tCMXT1c9d14SPUKzu+i4DMiVUvZVdns98J7VOe4MkAPMs245UsrTUspW4D3geqH+UFYAH1qvfwNwJOthkT2IMkgpzUCZlHK/PYPYE9x/KoT4lhBighAi0LY5MFENK9mldcSO8+77Q7KmEPK/gulaSf5oxmS28Ph/jhIZ6MGrd8/RVlk1NAZDcBzMewBS/wXFx9p2z5sUyNmKRtILatqF9JqqYe+zEH81RMyxb/wF34LmGpY0bALotzS/bu//USF9SLr86/0OvSw+hFMl9dQk3gMlGXB2b//zKc6AYx/CgofYXiioaTJyQ0q7UKDNhqhb9h5g/gOqFeHo+7D+e2qf9zgqGloHbIMHtJXcmtz9B5653/57pYNgB7fOieSdb84nJsSr7xOlVMF9zIr2do9x02HWXao0vzxnYHMF1Ubx+Q+V7sPCR5WifdJtSoBysAsc2RvBzRci5w1uHI1RS4vJzInztUNSkg+02SWPRHD/2bHzbMss4wcrE4gI0Jx/nIVOJ/jhygTyKhr58HBB2/7C6iY+SS9izdyoC06pfhRiEEIc6rD11lu3Bni3w7+/LYQ4KoT4pxDCls0JR/W/2yiw7uttfxBQLaU0ddlvLyeEEHd13SmEuAPo7hvcC/YE93ejyvD30i7Lf8jeF9BoJ6e0nrjQHiyhOnLyU/VVK8kf1Rj0Ov55z1ze+MY87YNYQ8MZLPsfcPfvZI1nU2bWCVidYrUL3Pt3pWi+4mf2jx05D8Jn43XkFaaP92ZPbu/Bvbm2mJjKXRzwu4rQwH5aqFB99wCbDEvU/A+83P98tj2tAr+Fj7IurYggL1cWd/Azjg31JszPvefgHmDJD5WGgm0hxJq5H2i/PaiyfIBWF7+B9dybjbD3H6pdoqX/bHyglysLY4IRQmDupf8UUO+xtgASru68/9KfgcEdNj/h+Fxt7PyTsrq89i9gsP7sZt4B5lY46kCLRVekhJzNEHOp0pXQGJOcKKrFaJakDIGYHoxccF/TaORXn5wgMdyPexZOHNbXvhi4bGoos6L8+dvm7DZR0f/bdRqA+5do7Z1OwCSlnNNh63ZTtvbBr0a1ngO8AMQAKcB5VO87QE/ZWDmA/fbyCPCIEGK7EOLPQoj/FULsAB4F7O4N7Te4l1JO6mGb7MBENVA9U+X1rf33ZZ34WAnwBMcNz8Q0HKKm0ci/9uUhpWRyiLe2oq2h4Sw8AlTAnrerbZFzepgv3m4GlsSFEOrjrjzh978A02+C8Q5Y3gihsveVudwVkkXq2WqaWnsWTTu39RUMmHGff69dQ8eP82a8rztbc+uVe8DJT1UFVm/kH1TK74u+Q63Oh00nS7guOQyXDsrIQgiWxoewO7u8ZzEtIeCKp2DON8ArBLxCqLKW5Q8UW+a+2eA3sMx9/gHVF29sbF+ktoOXduRy20v7eg/wMzcAAuKu7LzfOxQWf1/Z4uXtdny+pSdVBUjy7TBxcfv+8YkwIUWV5tvbYtGVkgwl9qiV5I9phlJMDyDYVpY/zF73v//iFFWNrfzupkSt3XAIEELwoyunUFzbzFv7z1LV0Mp7B/JZnRJGmL+dYrQag+VqIFVKWQIgpSyRUpqllBbgFVTZPajMe0d1wwigqI/95YC/EMLQZb9dSCkLpZTzgSeBPOAc8KSUcp6Uso8Hi87Yo5bvIoR4VAjxoXX7thBCW4p2EFtfYdy4PjL3tefh3H5NJX+U0mw08803D/HU+hPkltnRJ6qhoeEYs+6B0Gmw8edgbMag1/HGN+by25usgfzuZ8DUBMt/4vjY064HnzCuqP0vrWYLh872kJ22WPA5/g4HmcYl8xbYNawQguUJIezKLsc06z6QFjj8Wu8XbH0SPINh/sN8cayYVpOF621VCR1YFh9CXYupLYDo4YXh2mfgsZOgdxl0Wb6vNbhvNPgNrCQ9ZzPoDOAXCenv9n++lXG+7hw6W8U7B3oR18v8TFVeeId0P3bJI+AbAV/+FCwOKIpLCesfA1dvWPlU9+Oz7lQBetER+8fsiM0CrzeLRo0xQXp+NaE+boz37W6V6QzcXfT4uhuGNXN/4Ewl7x44xzcWTWRGeP+VSxoD45KYIJbEBfPcthxe2JFLk9HMQ8s0na1hZC0dSvKFEB1tzG4EMqzffwKsEUK4CSEmAXHAAeAgEGdVxndFlfh/Yu2X3wbcbL3+bmCdo5OTUm6VUv5dSvmslHKLo9fbU5b/AkpR8HnrNtu6T8MBbEr5ceP6yNyf/BSQA1Oc1hhSzBbJYx+kceBMJX++NYXYIVDG1dC46NEb4KrfQfVZ2K/8xmdHBxLu7wG1RUqwLnkthMQPYGwXmPdNAkv2Mk2f36PffWPWVoKNRZyJutkhHY1l8SHUNZs4Uu+n7NoOv67s27pyertSu1/6Q3Dz5uO0QiYGeZIS2T3ztzA2GL1O9F6a3+F9Gc0WapqMTinLrxPequ3BUTu43C0QMQ9m3qneY01B/9cA16eEsTAmiD9+cap7EFNTCOfTu5fk23DxgMufUOc44lSQ9g6c2wtXPAlewd2Pz7hZlfwPVFgvexNMSAYfTWF8NNBsNHPPawfIKOxbSNNR0vKrSYn0H1KxueH0um8xmfnpR8cI9/fg+1cM4DNWwyF+uDKBqkYjL+88zWVTQonvKz7QcBpCCE/gCjrbyv1RCHFMCHEUuBT4PoCU8jjwAXAC+AJ4xJrhNwHfBr5E9cJ/YD0X4MfAY0KIHFQP/qvD8LY6YU9wP1dKebd1FWGrlPJeYO5QT2yskV1Sj5ernjC/PlZ4T6yDkCkQkjB8E9PoFyklT60/wefHivn5qqmsTu6eZdPQ0HASk5dDwirY9ed2NXiAnf+rsuLLfjzwsWffAwYPfuC7lb099N2X73iZaulF/HLHbAMXxalAfHtmqRK8ayiD4x93PklK2PKkyjTPvpfzNU3sO13BDTPDewwO/DxcmBnp39nvvheqGpVVljME9WqFLyBVgG8v9aUqwI69DJJuVdfb2bMuhOCpG2bQYrTw28+76AVlbVBfE67pfqGNGTdD2EzY/GslkNcfjZWqMiRyvlqI6AkPf1XpcexD+8bsSFOVEsXVSvJHDen51WzPLOODQ/n9n2wn1Y2t5FU0DllJvo3hDO5f3H6anNJ6fnPjDDxdB2apqWE/yZH+XDVdLQA+tFzL2g8XUspGKWWQlLKmw747pZSJUsokKeVqKeX5DseellLGSCkTpJQbOuz/XEoZbz32dIf9p61l9LFSyluklMOuiGlPcG8WQrT91gkhJgMOLulr5JTWExvah1J+XQmc3aMJ6Y1CskrqeXP/We5fPIn7l2hyExoaQ87Kp1Tme4u1ZLoqD1LfUArpAYOwCfIMhJS1LGveRlHhOWoaje3HGsoJO7+Fza4rSJ7kWMbV192F2VEBKhCftByC4uDAS51PyvwcCg/D8h+DizufpBUhJZ1U8ruyLD6EY4U1VPTTc1vVoN7HYHruvd3Vw3y1tKrXO1Kan7tNfY29DAInQdRCSH/P7p71mBBvHlo2mfVHi8iv7BBMZ26AwBgI7iOLqNMpK8W6Itj3XP8vtumXauHi2mfUtb0x805lt+eAfgAAuVvVIlSs5m8/WsgoqgVgV3bfLhmO0NZvP0RiejZCfNyHpec+t6ye57blcF1yGJdaRUI1hp4nb5jO39aktInHamg4A3uC+x8B26zKfTuArcAPhnZaY4/s0rq+S7lPWUvytX77UUfCeB/WPbKIn14zdaSnoqFxcRAUAwsehrS3Vd/z9j+ofu6lPxr82PMfwiBbWavbwr7T7aX5lXtex4AJY8pdAyqzXZYQQkZhLaUNrcrWr/AwFBxWBy1m2PobFagmq6qAj9OKSIn0Z2Jw71ZwS+NDkBJ292PdV9GgHv4HU5av1wl83AxUWKy6MI6I6uVsVjoC45PVv5PXQHmmQz3r37o0ls8fXUJkoFWktKVOlfcnXK30BfoieiFMvU5pMnSs9ujK2X2q1P6SR5SdXp9jLoKAiY6X5mdvVuKQ9to0agw5x63l+GfKGzovHg2CtPxqhIDEiKHtSw/xHvrMvZSSn/73GO4uOn557bQhfS2NzoT6uHN9Hwu8GhoDwR61/C0oAYFHrVuClHLbUE9sLFHTZKSktqVvMb3jH6vsRKgWQI4WdmaV8UWGqsyZEe6HTlON1dAYPpb+SPVDf/QwHH0P5t4PvhP6v64/QhKwxFzGXYbNfJVtFbGVEpH6Ogct8SxfvGRAw9q86Xdllavg1tW73RYv4z9QekK5AegNnCqu5eT5Wm6c2fdDXWK4H4FeruzI7Ls0v7LBVpbvNqC52/D1cKHcbA2u7bXDs1hUtjpmRXsmfPoNoHdzSFjP3UXfpklTUNWoxjS39l2S35HLf63O3/Z0z8fNRlj/fSX4t/zx/sfT6ZQtXt4uqDxt3xwsFsjZBDGXgc5+zQaNoSWjqIbJ1kU0Z2Xv0/OriQ3xxsd9aPWlQ3zcqG8x0dhq6v9kB6lpMrI3p5wn15/gqzOV/PSaqW32exoaGhcuvQb3QogV1q83AauAWJQH4CrrPg07aVPK783jvr7MWpJ/ff8ZCo1hIbesnoffOszft+Zg6smKSkNDY2hx94UVv4Cyk+DiqWzPnITukkcIEdW4Zaq+eMuZXQQ055MavJoJfgOzIpo2wZdgbze2Z5WpuafcDsf/q4QAtz0N4xJh2o0AfHykCL1OsCqp78UKnU6wODaYndnlWPrwgrcF94PJ3IMK7ktNtuDezsx9cTo0lquSfBvufjBllepZN7U6NIfX95zhsj/v4Gz6DpUBj5xv34VBMTD/QUh9E4ozuh/f95z6Xbr6j+Dae7VEJ1K+DkIHR96y7/zzaUpvQeu3HzU0tprIKa3n2qQJhPm5syu7fw2L/pBStonpDTW2YLu8zrG/o65UNbSyK7uMF7bn8sjbqSz94zaSf72R2//vK17bk8fKaeO4dU5k/wNpaGiMevpSzFiGKsG/rodjks4qgxp9kGNTyu+tLP/Up6pHT+u3HxU0G8088nYqrgYd/3f3HAx6e7pXNDQ0nM7MO+D0Npi0tGdV84ESs4Iqz0lcW7+O4uqfoN/5Cm7Sk/CFawc8pE4nWBYfwpZTJZgtEv3cb6rM/du3KM2A2z8AnQ6LRfJJWiFL44LbfKz7Yll8CJ+kF3HifG2v1lS24N7fc3BZRD8PA+dbrcG9vT33OVaXnpgVnfcnr1WLGzmbVKBvJ1fNmMD/bszkl8fH8/rMKxF6B4S9lv5QtXJs/Bnc+XH7YnnVWdj+eyXUOMXOSgAA3zBlZ5f2Diz/qXJz6IvsTYDovNChMaKcPF+HRarqu5LaFjZknMdktgzqvp5f2URVo3HIxfSgPbgvq28mKsjTrmuaWs0cyKsko7CGYwU1ZBTVUFDV1PjYFFoAACAASURBVHY8MtCDxHA/1syLZEaYHzOsFUIaGhpjg17vVFLKJ6zfPimlPNPxmNXrT8NOskvqcXfRER7QS0boxDrVi9lfD6DGsPDU+hOcKq7jtXvnDjiLp6Gh4QR0erjldeePKwSNsx5gxu6fsH/P+8w5u4EPuIwbkwZ3a1uWEMJ/UgtIL6hmVlQ8TL5ULU5Ezm/L5h7Iq6SoppkfXz3FrjGXxKtFjZ3ZZX0G934eLrgMciHS192F/ApXQNifuc/ZAuOTwLuLCFfMCvAKUaX5DgT34/3c+cEcV369ZzqfeyRg/5WoTP+yx+GLH6tAO36lEvXb8D8q0L/6D46Mpph5J3xwp2oTiO8nI5+9EcJnO3ch6iLh0/Qi4sZ5M2W8r1PHPV6k+u0TI/xoNVt4/1A+RwtrmBUVMOAxj+Srv43kIRbTA9VzD9jVdy+lZOOJEn79yXGKapoB2qw271gQTWK4HzPC/PAb5CKghobG6MaeJ4H/9LDvQ2dPZCyTXVpPTIg3+p56thsq4Mwu1aOoleSPOIfPVvH2V+d4cNlkTTFWQ2MMM2HJPVThQ8qhxzFII6Vxt+HhOrg+6SWxwegE7T3yC7+thAAve6Lt8/3jI4V4uuq5Yto4u8YM9XFn2gTfPvvuKxpaB2WDZ8PXw4XqZrOygrOn5765BgoOqOx2V/QGSLwVMr9wTHkfuNOwhem6PJ484klds7H/Czoy5xtqsXzjz8FsglOfQdYXsPwn4D+AsuP4q5RY4JF/9X1eQ7kSUdRK8h2mrtnI999P42+bs50+dkZhDUFeroz3dWdRTDBCWHUxBkF6fg3uLjoSxg+9L3lb5r6f4D6/spH73jjEg28exsfdhX/eM4f0J1ay/UeX8o/bZ/HQshgWxQZrgb2GxkVAXz33U4QQXwP8hBA3ddjuAfowa9foSk5pfe/99qfWgzRrKvmjhFlR/rx052x+uDJhpKeioaExhOjcPPkqYDXusokjllgWL14+6DEDvFxJ7uhNH3s5/DgPJi4CVMvPZ8fOc9X08Q75SC9LCOHw2apeA93K+lanlNX6ebhQ22QEj0D7MvdndoLF1HsZevIasBhVeb69SIkh+3Oejk6nxSzJLK6z/1oAg6uyUizPhP3Pqax96HTlvjAQDK7qfWRuUPo4vZG7FZAQ18NCh0af7M2twGSRpJ6rQtppn2gvGYW1TA/3QwhBgJcrSeF+g+67T8uvYkaY36ArZewh0MsVneg9uG81WXhuWw5XPLOD/acr+Nk1U1n/6GJWTBmHn4cWyGtoXIz09cmUAFwL+KP67m3bLOCbQz+1sUF9i4nC6qY2FeBunPhY2e2MTxrWeWl0psVk5nRZPUIIrpw+flhu2hoaGiNLQ/K9VEsvPvG4gdnRAy/T7cjy+FDSC6rb+uBxa//s355ZSl2ziev7UcnvytK4EEwWyb7cih6PVzW2Dsrj3oavuwsNrWYsHgH2ZdtztoCrD0TM6/n4+EQVWKe/Z/8kyrOh8jQps+ax9/EVzBmI/3PCNRC9WHna1xYqT3v9IAKdmXeqRYyjfbyP7I0qwz9h5sBf5yLFthhWUtvSVk7uDJqNZrJK6pgR1l7qvyQuhCP51dQ6WhFipdVkIaOodljE9EBZVAZ5u/Xodb83t5yr/7aTP32ZyfL4UDY/toxvLp2sPb9oaFzk9PoJIKVcJ6W8F7hWSnlvh+1RKeXeYZzjBU2uVSk/tqfMfWMlnN6hhPS0kvwR5Xefn+Lav++mpNZ5DxYaGhqjmzmJ05jZ+gpB89cMyNu+J5YlKG/6nrKDHx0pJNjbjUUxQQ6NOTs6AC9XfXtFQBecV5avqglMbv79Z+6lhNwtSuzQ0MtrC6Gy3gUHoTzHvklkfq6+xl+Np6sBi0Xy2dHzmPtwC+jxda98Windz7obouxU3O+N0CkQMVcp8feUWbaYIWczxF3RbgeoYRdSSnZmlRFh1SRKPWun1oMdZJXUYbLITloVS+KCMfexUNYfmcV1tJosJA9TcA/dve7L6lr43ntHuP2VrzCaJa/dM5cX75xNmL+mEaShoWFfz/1DQoi2TzEhRIAQ4p9DOKcxRXZfNninPtNK8kcBX2QU8/rePNbMjWKcr9ZxoqFxsRAd5MW6RxbxwNIYp42Z1Is3fU2jkW2nylidHOawUrerQcfC2GB2ZJV1K1uWUlLV4LyyfIBWFzt67ityoPocxLar5LeaLLSauliHJt6iguy+st4dydwAE5LBT1U3bM8q5ZF3UnnnwDm73wcAYSnwncOw6i+OXdcbM+9Upf4Fh7ofKzysFkPirnDOa11EnClvoKCqifsWT8LdRUfqOecF9xmFtQAkdgjuZ0aphbLdA/S7T7OK6Q1X5h5U331ZXQtmi+TNfXms+PN2Pj9WzKMrYtn4/aVcOkXTB9LQ0GjHnieMJCllte0fUsoqQKs7s5Ps0jpc9TqiAnuwMDmxDvyjIEz7cY4U+ZWN/M+H6SRF+PG4nerVGhoaY4ekCH9cDc7Ltup0giVxwezMLuvkTf95xnlazRZumBk2oHGXxodQUNXEmfKGTvtrm0yYLNIpwb2vuwrumwy+0FTd98ltFnjt/fYPvXWY771/pMugE5RrQPr7YOkS+HeloRzyv1Jl9VYuTQhlYUwQf/ziFKV1DlZWBU7u377OXqbfCC6ePQvrZW9UCxhd7QA1+mWntRplxZRQkiL8ST3Xz++dA2QU1eDrbmirCgC1UHZJTNCA++7T8msI9nbtNOZQE+LjxtnKRm58fg+/WHecpAg/NnxvCY+tTMDdZXAioBoaGmMPe55odEKItmZEIUQgfVjoaXQmp6SeySFe3TM1TVVwervK2msl+SNCq8nCd949gpTwj7WznPqAr6GhcfGyLD6E8vpWjhfVtu376Eghk0O8OmURHRozLgSgW2l+ZaPq7XdKcG/N3DfofaGlFsx99CXnbFaq9IHKPtBktrA3t5y9uRXdRdGS10LNOTjXT0df1peAhISr23YJIXjqhhm0GC08se5498qA4cLdVwX4Gf+FlvrOx7I3KrtDD+foNlxM7MwuJzrIk+ggL2ZFBXCiqIZmo9kpY2cU1jDDKqbXkSVxIeRVNHKuotHhMdPyq0iO8HdaG489hPi4Ud1o5HxNM8+unclb980nJqQXkWYNDY2LHnuimT8De4UQTwkhngL2An+0Z3AhxFVCiEwhRI4Q4vEejrsJId63Hv9KCDHRuv/rQoi0DptFCJFiPbbdOqbt2KiuR8oure+53z5zg1IRnnbj8E9KAwCJJCXSn99/LYmooB4qKzQ0NDQGwNJ4WyBeCkBhdRMHzlRyY0r4gIOCqCBPJgV7tWU6bVQ2qF5cZ5bl1wurCGBvfffGZsjb3ckCL6uknmajhepGI4XVTZ3Pn7IKXL2V531fZH4OvuHdBGZjQrx5YOlkNmQU8+MP0x16T05l5p3QWq+EcG3UlcD59J7tADX6pMVkZl9uBUutC1ezovwxmiUZhTWDHttotnDqfF2nfnsbS+KCAdiV41j2vqbJSG5Zw7CW5AOsnRvFT6+ZwpYfLGN1ctiwLixoaGhcePQb3Esp/wXcDJQApcBNUso3+7tOCKEHngOuBqYBa4UQ07qcdh9QJaWMBZ4B/mB9zbellClSyhTgTiBPSpnW4bqv245LKUv7fZcjRFOrmfyqRuJCe1DKP/4x+EVC+Kzhn5gGUkrcDHp+tXo6q5ImjPR0NDQ0xhDB3m4khvux3dp3vy6tEIDrUxxTye/KsvgQ9p2u6JTZrKhXmfsgL7dBjQ3tgno19BPcn9sLpqZOFnhHC9rLqbsFZ66eSjj2+Dpo7SVbamxWdnIJV/dYzXbljHEAnDjvoDWeM4laAEFxSljPRs5m9XWM+9u/uS+PF3fkOnXMw3lVNBnNbYths6yOFYedIKqXXVJPq9nSY3A/KdiLcH8Ph/3ujxWo3+vhFNMDtbD3wNKYtrYZDQ0Njb6wqw5ZSnkc+ABYB9QLIaLsuGwekCOlPC2lbAXeA7oqx10PvGH9/kPgMtF9SXIt0M9y/+gkt6weKSFuXJfMfXONeojRSvJHhKLqJq5/bo9TsgMaGhoaPbE8IYTUc1XUNBr5+Eghs6MDBl0htCw+hGajhYN57WJ3Nsu9AK/BP/jbMvdVeKkdvdnh5WwBvStMXNy2K72gGh83A3qdaBMy60TyGmita1fD78qZHWBs7FSS35HMYlUKn1/V6JhyvjMRAmbeAfn7oSxL7cveCN7jle3fGOblXaf56+Ys6ltMThtzR1YZLnrBJVb3iGBvN6ICPZ0iqpdRpO7vHW3wbAghWBofzJ7cckxm+9s8bGJ6wx3ca2hoaDhCv8G9EGK1ECIbOAPsAPKADXaMHQ7kd/h3gXVfj+dIKU1ADdDVI+g2ugf3r1lL8n/Rw2KAbd4PCCEOCSEOmUzOuxk5QnapyjB0U8pvK8nXVPKHG5PZwqPvHiG3tB5PV02IRkNDY2hYFh+CRcIru06TVVLPDSkDE9LryPzJgbjqdZ1K8209987I3Hu46DHoBBVma3DfW+Y+ZwtEXQKuXm270vJrSInyJy7Um2M9LZxGL1LVar2V5md+Dq4+MHFJj4ePWSsDGlvNvPOVg8r5ziR5LQg9pL2lNAlytymV/DG8UF9a20x+ZRPNRgubThQ7bdwdWWXMjg7A261dxmlWlBLV66bb4CDHC2vwctUzMcirx+NL4kKoazaRXmD/In9afg2TQ7zaFsE0NDQ0RiP2ZO6fAhYAWVLKScBlwB47ruvpTtf107rPc4QQ84FGKWVGh+Nfl1ImAkus2509vbiU8mUp5Rwp5RyDYWT0/7JL6jHoBNFdby4n1qm+wvA5IzKvi5lnNmdx6GwVv70pkcmaII2GhsYQkRLpj6+7gRd35GLQCVYlDT6493Q1MG9SYCdRvcr6Vjxc9Hg4YbFSCIGvhwtlJmuFQU92eDWFUHayU495Y6uJrJI6UiL9mRHuR0ZhTffgTKeDpNtU1VpdlwDRYoHML1SZv6HnRYqjhTWM81XHfvXJcceV852FzziIvxLS3oWze6ClZsyX5Nsy6a56HZ+kFTllzNLaZk4V17WV5NuYFR1AWV0LBVVNvVxpH8cKa5ge5odO1/Oiy8KYIHQCu1XzpZSk5VeTEqFl7TU0NEY39gT3RillBUo1Xyel3Aak2HFdARDZ4d8RQNe7Qts5QggD4Ad0fJpYQ5esvZSy0Pq1DngHVf4/KskurWdisFdnFfbmWpX1mLpaPexoDBs7s8p4fnsua+ZGDrr3VUNDQ6MvDHodS+JCMFkkyxNCnCJ4B7A0PpisknrO16jgp9JJHvc2/DxcKDH1kbnPtVrgdei3P15Ui9kiSY7wZ0aYLxUNrRTX9hB8J68BaYFj/+68//wRqC/uZIHXEaPZwomiWlYlhuHloscsJW/tH8Hs/cw7oaEUvvwZ6AwwefnIzWUYSD1XjatBxx0LotmVXd7WCjIYdlp95m1iejZmRQVYX3Pgpflmi+TE+doe++1t+Hu6khThzy47/e6Lapopr28hJUoL7jU0NEY39kSX1UIIb2An8LYQ4m+APXXuB4E4IcQkIYQrKlD/pMs5nwB3W7+/Gdgqrcv9QggdcAuqVx/rPoMQItj6vQtwLZDBKCWntL57SX7Wl2Bugek3jMykLmI+P3aeuFBvnrhu+khPRUND4yJgWYIKXJy5mLgsXhnE2ErzKxudG9z7uhsoaXFRQWtPPfc5W8BnAoS26+Om56uS+aRIPxIjVEDVY999cJyqWEt/r/P+zA2q1D3uih7nlFVSR4vJQnKkH0mR/vi4G3h7/1mnWaY5TNxK8B4HJRmqPcG9e1/3WOLw2SoSw/342uxwTBbJ58fOD3rMnVllBHu7Mm1C55/dlPE+eLjoOTIIv/vTZcq5YUZ43/8vS+OCScuvpqapD8tHK2nW+SRrmXsNDY1Rjj3B/fVAI/B94AsgF7iuv4usPfTfBr4ETgIfSCmPCyGeFEKstp72KhAkhMgBHgM62uUtBQqklKc77HMDvhRCHAXSgELgFTvew7DTbDRztqKhe3B/4mP1YBQxagsOxhwNVgGgJ66bzqt3z3VK+aqGhoZGf9yQEs4ztyVzTaLzHDnix3kz3te9rTTf2Zl7Xw8XaptNyrO9a+bebILT2yDmsk495ukFNYT7exDq487UCb4I0YNivo3kNSooLj7Wvi9zgwqSPQN7vKRNpTzCn6RIPxpbTVQ0tDqtRBxU2fWGY+ftWzDQG1TvPfS6IDFWaDGZOVZQw+zoAKZN8CU21HvQP3eLRbI7p5wlcSHdyuYNeh1JEX6Dyty3ien1kbkHWBIfgtki2Zdb0e+YaflVuBp0TJ0wthdyNDQ0Lnz6DO6tdnbrpJQWKaVJSvmGlPJZa5l+v0gpP5dSxkspY6SUT1v3/VJK+Yn1+2Yp5S1Sylgp5byOgbyUcruUckGX8RqklLOllElSyulSyu9KKUdo6b5vzpQ3YJEQO66DDV5LHWRv0kryhwmzRfKb9Se48fk91LeY8HDVExmo+dlraGgMD64GHTfOjEDfS9/vQLApfe/OVkrfFfWtBDk9uDeCR2D3nvuiVOX2Erui0+70/GqSrBl7T1cDMSHevQf3M74GOpf27H3VWRXs96KSD6rf3sfdQHSQJ8kR/pgtMCnIqy2IcwZp+dU8/HYq/z6U3//JAHPvh0lL1fsZwxwvqqXVbGFWVABCCFYnh3Egr5Ki6oH3xGcU1VDZ0MrS+OAej8+KDuBEUe2AKzOOFdTi7qJjcnDPYno2UiL98XYz2NV3n55fw/Qw385tlhoaGhqjkD4/payBc6MQou/lT41uZJcq255Omfv8r1RJfh8PMRrOobbZyDdeP8j/7T7Dwphg3LUbsoaGxhhhWXwotc0m0guqnZ+5d3ehtsnYc+Y+ZwsIHUy+tG1XZUMr5yobO9mDJYb79R54ewYqQbqjH6hKgKwv1P4+7ovHCmpIivBDCNG2iHDHgiievH7GwN5kD3x1Ri1k7D/Ti/1fV/wj4e5PwS/CaXMYDM1GM8U1zhcZTLV6zs+KVv+/q5OVMOT6owPP3ttaSpZ06be3MSsqAJNFctQBJfuOZBTVMHWCLwZ93/d9F72OBZOD+u27N5ktHCus0UryNTQ0LgjsiXiagWNCiFeFEM/atqGe2IVOTkkdOgGTOq4cn09XX8NmjsykLhLyyhu48bk97Mkp57c3JvKr1dP7vclraGhoXCgsjg1GJ+DL4yU0Gc0EOFlQr7bJhPQMgMauwf1mCJvVqXw+vaB7L/L0MF9Kalt6V7RPXqsE6U5vUxZ4wQkQFNPjqS0mM6eKa0kMV+OH+3sQ5OXKyWJlNVvdOHhxN4CD1qD+wJnKQduwjQR/25LNFc/scLoOQeq5KiIDVcsFwMRgL5Ij/Fg3iNL8HVllzAj3Jdi7Z2eEmVbRuoGU5lsskhNFtST2U5JvY2l8MOcqGzlb0dDrOVkl9TQZzW3z0tDQ0BjN2BPxfAb8AiWod7jDptEH2aX1RAd54e7Sob/7/FHwjwYP7QYxlPz84wwqG1p587753D4/aqSno6GhoeFU/DxdSIn0Z11aIYCTy/INtJotmN38O5flN1aqsvwOFnigSvKFoE1ID2gLrI73JKoHSpDOIwC+ehHydsOUnlXyATKL6zCaZVvG3pa9P1pQzWdHzzPv6S2cKe89MLMHi0VyMK8SHzcDZXUtgx6vJ6SU5Fgr+oaCnVll1DWbOHx24L3qXZFScvhsFbOtCvY2VqeEc7yodkDvp7bZSOq56m4q+R0J9nZjYpBnW9WAI5ytbKS+xcSMMPuCe1v1wM4+svdp+ZqYnoaGxoVDr8G9ECIKwNpn320bvilemGSX1hPbVUzvfDpMSBqZCV0E/D97dx4fV1kvfvzzzJI9kz1ps7RJk7SlW7qXlgKCioBoUUFBZfMKiuByXa7g9V7vxeUnV696VURRAUUREQUBUWSHltK9SRfaJm3SrE0yWSaZbJPMPL8/zpx0ss8kk06Tft+vV15Jzpw5eSZoM9/zfJd+rw+A/7lmBX+9YzMbC9MivCIhhJgeFy/MpLGjDyDsafkAffbkoWn5J14xxtgFjMADKKt1UZyZQEK0bfDYkmyj6diBserubVGw7BojE8A3MOYIPPP6wJCd2BW5yVQ0uVnq/zkPb6sM/gWO4mhjJx29A9y4aT5g7N6H29Ol9bzrB69x1J9xEE6unn4ONxg3UrZWBDfaLRh17T00dvSxev7Q4P6qFXNRynhNoXqzogWvT4+Ybz/c6nkp7K1uDzmLwuz1sHSCTvmm/LQ4clNieePY2HX3+2vaSImzMz9NevYIIc5+4+3cP2V+oZT68xlYy6zhGfBR5RzWKb/XBW2VMLckcgubpfq9Pv7jqYPc/ru9+Hya7ORY5skfYSHELBbYjCwtIbxp+QA9Vgf0d0O/P7W+4mWISTLS8v201v5mekN3NBNj7CxIjx+7qR6c7jYfnwE5a8Y87UCti5Q4O7kpsaefmpeET0NjRy/vK8nmT3tqgxpnNpZdVUYwf926eaQnRE1LcP/KkSaAoJq3hWp3VStaQ2K0ja1Bzm0Pxl7/+LfVw3busxwxbFyQxjOl9SEH36+XNxMfZR1xzeFWzU/B6e6jti20xn0H61xEWS0UZyZOfDJGJsiFxRlsP94yuEEwXGmNi5K8ZJQKX2NMIYSYLuMF94H/ii2Y7oXMJidbuhjwaYqzAoL7UweNz3MkuA+n9m4PNz+0k0feOklhRjwzr1JSCCFCtyI3meQ4IxBPiQtvt3wAt9W/89nTBlrD8ZeMRnrW0zv0tW09tHR5hjTTMy3NSRo/uM9ZbdwoWP5hsIw9nrS0tp3luUMDK/NmQlmti1suyKfb4+XxXUF2uR/FzspW5ibFkJsSy/qC1MHmeuGitWZrhTFkKJixa6HaUdlKlNXCDRvnc7DeRVtXePoQ7D3ZRlyUlcVzRgbK7y/JptLZNXZ2xii01rx+rJmNhekTdp1fPcm6+4P1LhbPTQypq/1Fxel09g1Q6k+/D+TuG+BYU6ek5AshZozx/vXTY3wtJnC6U37AH8RTZcZnScsPm4omN1fft41dlW1875oV3H3leWEdOSWEEGcrq0UN1gunxY/emGwyHDFG8N6p/Dene1qh6TB0NoxIyTeb6a0cJfBZlu2g3tVLi7tv9B+kFNz6Mlz+nTHX0uPxUt7kZsWw5mjpCdHkJMdSWtvOspwkNhSk8rsdJyfVCE9rzc7KVtblp6KUYkNBGnXtPdS2dYd8rbEca3TjdPeREmdnR2UrA2PsEE/WjhMtlOQl8a4lWWgN246HZ/d+z8k2SnKTR21Ie8WyuditKqSZ95XOLmrberh4jBF4gRZlJRIXZQ2ph4DWmoN1HSwNst7etKnQaFA5Wt39gVoXWsNKaaYnhJghxgvuS5RSHUqpTmCF/+sOpVSnUmqMLjkCoLzRjVJQmBGwc99QCglZkDgncgubRQa8Pm797W7cfQM8eusGrl2bF+klCSHEGXXLBfl8bMM8HLG2iU8OkpmW78J/c7qnzaiNBygcFtzXtBNls7BolJ3dwaZ69eO8XZggzflwQwde3+lmeoGMpnrGrvF/b1nKH249f1Jp09Wt3TR19rG+wJgAYH4OZ2q+WQd/+zsKcfcNhLTbPRF33wAH6zvYUJDGipwkEmNsbAtD3X23Z4DDDR2smT96+nxSnJ2LF2byTFk9Xl9wN1XMEXgXL8yc8Fyb1UJJbnJIO/e1bT24evpZFmS9vSkpzk5JXvKoJRPSTE8IMdOMGdxrra1aa4fWOlFrbfN/bX4f2r+c55jypk7yUuKIjRrWKX+O7NqHi81q4SfXr+LJz1zA2vzUiZ8ghBCzzOp5KXz7A8vDWgtspuW3+vxjXLtbjfn2GedBUs6Qc0trXSzNdoyaAm3unk4lkD3gzwwYXtNvHqtu7aaty8PiOQ6yk2NHnBMMM4g3g/pFWYk4YmxhDe63VThZkB7PB1blArD9RPhS83dXteL1aTYsSMVmtbDRP7d9quP8ympdeH16zOAeYMvKbBo7+oL+Xb1e7iQ/LS7onjir5yfzdkMn3Z6BoM43y0CC7ZQf6MLiDEpr2nF1D+3dUFrTzvy0uLA2rRRCiOkkw7+nQUWTe2gzvf5eaD4iKflh8OLhRn78UjkAy3KSyEuVxnlCCBEuZrf8FjO476iD6u0jUvIHvD4O1LrG3NFMirMzLzWOQ/WTD+7L6lxkJEaT5RhZdlDi380v8wd0Na3d3PDrHZTVjqybHs/OylaS4+wU+TPtLBYV1rr7fq+Pt060cEFROhmJ0SzKSgxr3f2OylZsFjUYhF9YnE5tWw8nW6ZWVmCmw4832/1d52URF2UNqmt+34CX7cdbJuySH2j1vBS8Pj2YoTGRg/UubBY1aibJRC4qTsen4c1hJQ37a9pZOUpPCSGEOFtJcB9mA14fJ5q7KApsptd0GLRXdu6n6OnSej79uz28+HYjvf3eSC9HCCFmnSibhVi7laYBf3B/+GnwekYE9xXNbnr6vZTkjb1LuizHMcWdexcrcpJGzUxYZgb3/rTp5Dg7+6rbeXBraGPxdlUZ9faWgH4tGwrSqHR20dTRO+m1m/bXtNPt8XJBkVFnvrEwjV1VrfQNhOdv2I4TLSzPTSIuyijN2Ozvw/DGFFPz91W3UZgRT/I4zRpjo6xctiSL5w404BkYv4/A7qo2evq94863H26Vv6N+sKn5B+s6KM5KJMY+doPGsZTkJZMYbRtSd3/K1cupjl5JyRdCzCgS3IdZdWs3Hq9vaDO9hlLjs4zBm7Q/7Kzm84/tY/X8FH7/yQ2T+uMthBBiYo5YGy19FrBGQ/WbYIuFeZuGnFMaRC3yspwkalp7RqQ6B6Orb4CKZjfLR6m3ByPDYEFGPKX+Xd3EGDsfXpvHs2UNNAYZlDd19lLV0s36YaVdg3X3VVPfvd9a7sSiYOOCNMAI7nv7NBlhsQAAIABJREFUfZTWTL3uvtszQFmtiw0FaYPH8tPiyEmOZesURu5prdlb3T7huDqA96/MxtXTP+GIv9ePNWO3KjYWpo17XqDU+CgK0uPZe3LibAyjmZ6LZdmTqxq1Wy1sLEzj9WPNgyUNZr29NNMTQswkEtyH2elO+YFj8MogOglS8iOzqBnuV2+c4O6/HOCi4gx+c8t6Ev1po0IIIcIvKdZOR68X4vxBb/5msMcMOWd/jQtHjI38tPgxr2PWPh+cRGr+ofoOtGbUZnqmktzkIWn4N2/Kx6s1v91eFdTP2FVp7AivKxga3C/NdhAfZWXHiakH99sqnCzPTSbJP7bw/II0lBqZ/j0Ze0+2M+CvtzcppdhclM6bx1uCbnQ3XFVLN61dnnHr7U2bizJIjrPz1wm65r92rJk181OIjw6t+eOqecnsq26bsIdAY0cfLV0eluWEXm9vunBhBnXtPVT5Sxr217RjtyqWzJU2U0KImUOC+zCr8Af3hYHBfUMZzFk+YWdgMbq0hCjeu2Iuv7xx7dAmhUIIIcLOEWPH1dMPsf7gblhKPhg79yV5yUPS2YczA61x592PwQzaxwvWVuQm0dTZxymXsVM/Ly2Oy5Zk8eiOano8E6e976xsIdZuZemw3V6b1cKa/NQpN9Xr7O1nX007FxadHv2WFGdnabaDN8NQd7+jsgWLgrXDgvDNxel09g6E3H/AZNbbBxPcR9ksXLl8Li8cbhyz8V1TRy9HTnWGVG9vWj0vhZYuD9Wt4/cQMMs/Qu2UH+iiYuO/k5mFUFrTznlzHZIpKISYUSS4D7Pyxk5ykmNJMO9Oeweg8aCk5IdIa83bDcYIpQ+syuWn168atSOzEEKI8HLE2uno7YdY/45w0buGPN7b7+VoY+eEtcip8VHkJMdycLxxeGM4UOdiblIMmYkxY55jdtEvDQhiP3VxIZ++uBDNxLvWO6vaWDM/Bfsoc9w3FKRytLGTti5PyGs37ThhdLK/oGjoXPdNhensr24P6gbERNdflpM0IpvN/HlbR5nbHow9J9twxNiGjvMdx/tLsunp9/LC4cZRHzfr2C+eZHAPE9fdH6xzYVFw3hR22eenxTMvNY7Xjzn9jfzapd5eCDHjSLQUZuVNbooCd+1bymGgVzrlh8Dr09z9lwNs+ek2Kpo6AcI66kkIIcTYkszgPikHUhdAWtGQxw/VG2PSSoLoIr402zHJnXsXyydIsV6a7cBmUUN2qFfPS+FTFxcONpgbi6unnyOnOlg3xijVcNTdb61wEmO3sHr+0N/TxsI0PF7f4A75ZPT2e9lf086GgpHrT42PYmm2Y9JN9fZVt7FqXsq4WRmB1uenMscRwzNjdM1//Vgz6QnRnDcn9MB70ZxE4qOsE9bdH6p3UZiRMOF/94lcWJzO9uNO3m7ooMvjlU75QogZR4L7MPL69MgxeA1lxmfplB+Ufq+Pzz+2j8d21XDbRQuC3jkQQggRHo4Ym9EE7/Lvwk3Pjigp2+9vBlcyTj28aXlOEpXOLjp7g2+q5+rpp9LZNeHNgxi7lYVZiSNGpfV7fTy5r3bc4HnPyVa0hnUFo6eer8hNItpmmVJq/rYKJ+sL0oi2DU3rXpefitWiplR3v6+6HY/XN6SZXqDNxensq26jqy+4GfGmjt5+jjZ2BpWSb7JYFO8rmctrx5pp7x6a6eD1ad4ob+ai4vSgbxYEsloUK+clB7Fz3zGlenvThcUZdHm8PPxmFSDN9IQQM48E92FU29ZN34CP4qxhzfRsMZC+MHILmyF6+718+pE9PFvWwF1XLObL71kkO/ZCCHGGOWLtdPYN4ItJMXbvhymtaTdS5h1jp8ybzIDrUAip+Yf8O/0T7dwDlOQlUVbrGtJwzac133nuCD95uXzM5+2sbMNuVazKGz2IjbZZWTUvedLBfWNHL+VNbjYXjQy+E6JtlOQmsf3E5Ovud1S2oNTIZoCmC4sy6PfqkNe/v7odrQmqU36gLStz6Pdq/n7w1JDjB+tctHX3T6re3rR6XgpHTnWOWdPf3NnHqY7eEb0TJmNjYRpWi+LJfXUkxtgoGKdhpBBCnI0kuA+j8kajmV7R8DF4WUvBOrVUsXPBn3bX8PLRJr559TI+fXFhpJcjhBDnpKRYO1qDe4xgqjSEWuTJNNUrCyG4X5GbjKunn5MtpxuuRdus3HD+fF492jxY2jXcrqpWluckjdukdX1BGofqXSFlHZi2+VPih9fbmzYVplNW68Id4s66aceJVs6b4yApdvTpMWvzU4i2WXgjxLr7vdVtWJRx0yQUS7MdLEiP5+lhXfNfP2Y0p9tcPPrvIRir56Xg9ekxxwea0xiC+d/LRJJi7azMS8br06ycoGGkEEKcjSS4DyNzDN5gzb3Wxs69pOQH5WMb5vOnT23khvPnR3opQghxznL4G7SNNp++vdvDyZbuoOrtATISo8lyRIcU3B+odZGXGktKfNSE55qj8kqHdYb/6IZ5xNqt/MdTh0aMhOvt91JW2z7mrrdpQ0EqPg27J1Ebv7XCSWp81Jh15hsL0/D6NLsmkRnQN+Blb3XbkBF4w8XYrawvSGVrRWjz7vecbGPRHEfII2eVUrx/ZTZvVbYMTi8AeL28mWU5DtITokO6XqBV/tT4sVLzzUyPJWHYuQej7h6QZnpCiBlJgvswKm/qJMsRffpOevtJ6HVJM71xNHf2cfNDO6lp7cZiUawdo7mREEKIM8Ph/xvWMcqOdam/vj2Und3lOUkhdcwvq2tnRU5wgdXCrESibZYRdffpCdH895albD/Rwn2vVAx5bF91O/1ezfoJ/t6snpeCzaJCTm3XWrOtwsmmwrQxd37XzE8hymqZVN19Wa2LvoGx6+1NFxSlc6zRTVNH77jnmXw+zf7qdlZPss78/SXZaA3Plhm79x29/eytbuei4smn5AMkx0WxICOevWPcZDlY10FBenzINyTG8q7zslDKuAEjhBAzjQT3YWQ00wtMyfc305MxeKOqa+/hw7/Yzo4TrdS29UR6OUIIIQBHrFFG5uoZJbivaUep0FKgl2YncbzZHVRzt7YuDzWtPSwPolkfgN1qYWm2Y9SZ7teuyeWTmwtGdMTfVdWKUrB2/vjBfWyUlRW5SSEH98eb3TR29LF5jJR8MHbWV89PntS8+x3+Wv31E2QemD9/a5Bd88ub3HT2DYTUTC/QgowEluck8bS/a/6bFS14fXpSI/CGWz0vhX017UN6K5gO1rvCUm9vWpaTxPa73jlmSYUQQpzNJLgPE5+/U/6QMXgNpaCskLk0cgs7S1U6u7j2/jdxuvv43SfXyx1yIYQ4S5hp+R09I4Px0pp2CjMSQtolXZ6ThNbwdsPEu/cH/CnWK0K4ebAiN5kDdS4GvL4hx5VSfP2qJYN/X3z+9PxdVa0sykokKW7i17C+II2y2tBm0pvz5ScKDjcuSOdwQ8eIDvMT2VFprD91grKFJXMdpMVHBT3v3pwuEGozvUDvL8mmrNZFpbOL18ubSYi2sXqSNwsCrZ6XQmuXh6qA3gpg3AyqbesJS6f8QHOSJm4WKYQQZyMJ7sOk3tVDt8c7slN+xiKwyx+JQMeb3Vz78+30Dvj4w63ns2aC3RMhhBBnTtIYafla65Ca6ZlCaapnBvdLQwjWSvKS6O33Dfa9Gc2PXjzG7b/fQ/+Alz0n2ybc9TZtWJBKv1ezb4JRbIG2VrQwPy2OvNS4cc/bVJSG1vDWieAzA/q9PvacHL/e3mSxKDYVpbO1wjnqjvdwe6vbSIuPYn7a+Osez1Ulc1EKnt5fz+vHmtlYmIbdOvW3mqvn++vuh6Xmm1MYwtFMTwghZgMJ7sPEfFMxIi1fmumNkOWIYc38ZB7/1Plhv9suhBBiagZr7oel5de19+B0e1gZYif1LEc06QlRHKibeOe+tKadgvT4MbvAj2aF/2bDaKn5JkeMnecPNXLvP47S7fEGHdyvmZ+CRRm75cEY8Pp460RLUCndJbnJxNqtbA+h7v5AnYtuj3fCenvT5qI0mjr7ONY49o0P096TbayenzKlEbRzk2JZn5/Kb7ZXUdvWM6UReIGKMxNJiLaNaKpndsoPZ1q+EELMZBLch0lFoxnc+3fuOxvBfUrq7QPsq26jq2+AhGgbv7hh7dCRgUIIIc4KidE2lBoZ3JcNNtMLbedeKcWynCQO1Qe3c78iyHp7U0FaPInRtsFmf6O55YJ83rk4k4ferAKYsJmeyRFjZ0m2gx2VwdXGl9a24+4b4MIggvsom4W1+Skhzbvf4d/lD/bmxGZ/M7uJ6u5buzyccHZNKSXftGVlDq1dRqnBxVNspmeyWhQr85LZWz30Bs7BOhe5KbEkx008WUEIIc4FEtyHSXlTJ+kJUadH95wym+nJzj3Ay0caue6Bt/jOc29HeilCCCHGYbEoEqNtdPQOrbkvrWknymph8Rjj3cazLDuJ8iY3vf1j1643dfbS4OoNOcXaYlEsz00ad+deKcX3ri3BZlHYLIq4aFvQ11+fn8a+6nb6Biauu99a3hJSp/VNhUZH++bOvqDO31HZQmFGPBmJwY2Wy0mOZUF6PFvLxx+JZ5YdTLaZXqArls3BZlHkp8Uxbwop/sOtnpfM0VMduAMaMx6q72BZtmQACiGESYL7MCkfrZkewJzlkVnQWeSZ0npu++0eFmYl8qXLFkV6OUIIISbgiLWP6Ja/v6adJdkOomyhv3VYlpOE16fHbapn1uSvmMR88RW5yRxp6Bz35kFyrB27VaH16eZxwdiwIJW+AR8HxskMMG2rcLI8JynoneRN/psAwezeD3h97K5qY8OC0BrQbi5OZ0dlK54B35jn7DnZhs2iQs6aGE1KfBT/+u6F3Hlp8ZSvFWjV/BR8GspqjJs4Hb39VDq7gp6sIIQQ5wIJ7sNAa01F47AxeKfKIKUAYs7tPzp/3FXN5x7bx+p5KTx664YJu/sKIYSIvKRY+5C0fK9Pc6DORckkA6llOcZu/3hN9cpqXSg1ufrpktwkBia4eXC82Y27z8u/v/e8kMazmaP0Jqq77+obYG91W0gj1JZmO0iMtrE9iJF4hxuMXesNQabkmy4oSqfb4x1Rrx5oz8k2lmY7iLFbQ7r2WO64pIhr1uSG5Vqm1XlGVoH5Og77m+lJvb0QQpwmwX0YNHb00dk3MLRTfkPpOZ+S39nbz/f/eYyLijP4zSfWhzQ6SQghROQ4Yobu3Fc0uen2eEOutzflJMeSEmfn4DhN9Q7UuijKSCA+hJR504o8s6ne2DcPzOD80sWZADx3oIGKcTrsm1Ljo1iYlTBhcL+zspUBnx53vv1wNquFDQtSg2qqZ9bbB9tMz7SxMA2rRbFtjLr7fq+PslpXWEbWTaekODuFGfGDdffmjaKlkpYvhBCDJLgPg/KmToDTafm9LmirOic75Xf29vPz147T4/GSGGPniU9v5IEb1xAbFZ7dACGEENPPEWsbMgqv1J8KPdng3myqd3CMpnpaa8rqXJNOsc5OiiE9IYrScerud1W1kpEYzfy0ODp7+/n6Uwe589G946bymzYUpLGnqpUB79ip7VsrnETbLCHXrW8sTKeqpZv69p5xz9tR2cr8tLiQZ7A7YuyU5Cbxxhjz7o80dNLT7w1Lvf10WzM/hX3VbWitOVTfwRxHTND9B4QQQilVpZQ6oJTar5Ta7T+WqpR6QSlV7v+c4j+ulFI/VkpVKKXKlFKrA65zk//8cqXUTQHH1/ivX+F/7uTHj0ySBPdhUN44bAzeqQPG53OoU35nbz8/fbmczfe+wnf/foTXjjUBMD8tnmibBPZCCDGTGGn5pxuXlda2kxhjoyAtftLXXJqdxLHGzlEb0zV29NHc2ceKSY5HVUqxIjd53J37XZWtrC9IRSlFYoyd/722hCOnOvn23yZu9Lq+IJUuj5fD46T9b6twsi4/NeTU9sG6+3FS830+za6q1pBT8k2bizMoq23H1d0/4jEzzT0cnfKn2+p5KbR1G7X2B+pcg+UeQggRgku01iu11mv9398FvKS1LgZe8n8PcAVQ7P+4DbgfjJsBwDeADcB64BvmDQH/ObcFPO/y6X85Q0lwHwblTW6S4+ykJ/jryc1meudAcD/g9Q0G9d//5zHW5afwzJ2buXzZ3EgvTQghxCQNT8svrW2nJDcZi2XymxDLc5Lo92qOnRqZCm92ul8+iWZ6phW5Sf66+oERj9W2dVPv6h0yAu+SxZncemEBj7x1kn8cbBj32mZQbabGD9fU2cuRU50h1dubFmUlkhJn581xgvsjpzpx9fSHnJJv2lyUjk/D9hMjd+/3nGxjblIM2cmxk7r2mWSWDmyrcHK82c2ySd4MEkKIAFuA3/i//g1wdcDx32rDW0CyUmou8B7gBa11q9a6DXgBuNz/mENrvV1rrYHfBlzrjJHgPgwqmjopzkxgMPOioQwS5kBCZmQXNo3M1ESrRfHasebBoP5XN62TzrVCCDHDOWLt9PR78Qz46O33cqShk5K8qf3bbu6yHhilqd6BOhdWi2LJ3MnvxJbkJqM1o3a13+mvl183bL79V96zmJLcJP7tibLB2eyjyXTEUJAeP2bdvbnrHkq9vcliUWwsTGP7cSfG+8GRdlQa19+wYHI796vmJRMfZR01NX/PybYZsWsPUJSRQGKMjd/vqEZrZAyeEGI4m1Jqd8DHbcMe18A/lVJ7Ah7L0lo3APg/mwFcDlAT8Nxa/7HxjteOcvyMCr1rjRhCa82xRjdXLg/YqT5VNmub6bn7BvjNm1X87q2T/PXOC8hMjOGRf9kQtg67QgghIi8p1miA2tnbT1VLNwM+PakRdYHmpcaRGGMbte6+tNbFwqzEKfVnMce4ldW2j5gzv6uqFUeMjUVzEoccj7JZ+Mn1q9lT3TrhNJf1+an849ApfD49IoNha7mT5Dg7SybZuX1jYTrPHThFdWs380cpfdhxopWc5FhyUyY3N95utXD+grQRTfUaO3qpa+/hE5sLJnXdM81iUazMSx68SSE790KIYQYC0u1Hc4HWul4plQm8oJQ6Ms65o6Wq6UkcP6Nk536KnG4Prp5+is1mev090Hx0Vqbk/2l3DRfe+zLfe/4o58110OMx6iYlsBdCiNnFEWvc+3f19A8201s5yWZ6JqUUy7KTRozD01pzoLZ90vX2prSEaHKSY0etu99Z2cra/FSso5QVzEuL4wOrjLFt/eM0zFtfkIqrp5+jjZ0j1r+twskmf1f6ydjon10/Wmq+1pqdVa2T3rU3bS42GvfVtHYPHtt70qi3nwnN9ExmlkF6QhRZDmmmJ4QInta63v+5CXgSo2a+0Z9Sj/9zk//0WiAv4Om5QP0Ex3NHOX5GSXA/RWan/MExeI2HQXtnVad8n0/zrWcP85UnyliYlchTd1zAgzevG3V3QQghxMzn8I8u7egdoKy2nTmOGLIcoXVpH83y3CSONHQOCaJr23po6+4PS0lXSV7SiI75Tncfx5u7RqTkD/fUvjre8b1Xh/QaCLTeX3e/c1hq/glnF/Wu3knV25sKM+LJTIweNbgvb3LT2uXh/EnW25suLDbWtzVg937PyTaibZYplUOcaWbd/bKcJCLQiFoIMUMppeKVUonm18BlwEHgacDseH8T8Ff/108DN/q75p8PuPxp+88DlymlUvyN9C4Dnvc/1qmUOt/fJf/GgGudMRLcT5E5I/d0p3yzmd7sCe6Vgr4BHzdvyuf3n9ww5d0bIYQQZzczLd/V009prWvK9fampdkOPF4fxwJ2v80a/BVhCO5X5CZT29ZDi7tv8NjuKiMYXz9Bp/mizATq2nv4xWvHR308LzWOnOTYEcG9mep+YVHGpNetlGJTYRrbj7eMqLvfcWJq9famwowEshzRbA2ou99b3caK3CSibDPn7eDKvGTsVkXJFMtEhBDnnCxgq1KqFNgJ/E1r/Q/gu8C7lVLlwLv93wM8B5wAKoBfAp8B0Fq3At8Edvk/7vEfA7gd+JX/OceBv5+B1zWE1NxPUXmjm8Ro2+nUsIYyiEmC5PmRXVgY1LZ10+3xsjArkf9+/9IpdUkWQggxczj8wX11azeVzi6uXZs7wTOCs9yfen+oroOl2WaNvAu7VY2oh5+Mwbr7OheXLDJ6Iu2sbCPGbhn82WNZlpPElpXZPLitkps25Y+aqbC+IJU3ypvRWg/uGm8td5KXGsu8tMnVw5s2Fqbx1P56KprcFGed/l28VdnKHEcM81Kndn2lFJuLMnjpSCM+n8bj9XGwroNbNudP6bpnWlKsnafv3Dzl34cQ4tyitT4BjKib1lq3AO8c5bgG7hjjWg8CD45yfDewbMqLnYKZc6v2LFXe1ElxVkCn/FNlRkr+DE8V23Oylavv28bnH9s/avMgIYQQs5e5c7/Nv8u7Mky7pPlp8cRHWYc01TtQ187iOQ6ibVPv37I8JwmloKzm9PV3VrWwMi85qN3pL717EV6f5kcvlo/6+PqCVJxuDyecXYAxOWb7iZZJdckfblOhcY3A1HytNTtOGPX24UhBv7A4nfbufg7Vd3Co3oXH65sxnfIDnTfXQXy07E8JIcRwEtxPUUWT+3RKvncAGg/N+GZ6T+2r4/oHdhAfbeMn16+SwF4IIc4xZs39tuP+ruRhGnFqsSiWZicNpuJrrSmrdYVthGpijJ0F6fGU+evuO3v7OVzfMWS+/XjmpcXxsQ3zeWJPDU2dvSMe3zCs7v5AnYvO3oEp1dub8lLjyE2JHRyrB0Y9v9PdN+n59sOZ63yjopm9J43f0UwM7oUQQoxOgvspaOvy4HR7KDI75TuPwUDvjG2m5/Npvv/8Ub7wx/2snp/MU5+54PRrE0IIcc6IsVuwWxWdvQMUZsQPBvvhsCwnibcbOhjw+jjZ0k1n78CUO+UHKslNprTWhdaavdXt+DSsDyE4/uylRTz5GWPU63AF6fGkJ0QPBvdmvb256z5VGxeksf1ECz6fUXe/44Txc6Zab2/KSIxm8ZxEtpY72XOyjflpcWQkSsd5IYSYLSS4n4IGl3FXPycl1jhwqsz4PEN37r1as/tkK9ety+O3n9hAygQzf4UQQsxOSqnB1PySMDdRXZbjoLffx/HmLsr8O/jh2rkHo+7e6e6jwdXLrspWrBbFqnnBv4a0hOjB+enDR+MppdhQkMqOE0bju60VTpZmO0gN09/LTUVpuHr6OdzQAcCOyhbSE6JZkB6+6TSbi9LZXdXGrqpW2bUXQohZRoL7KWjpMrrxpieYzfRKwRYL6cURXFXoTrl6aXH3YbdaePiW9fy/Dy6fUZ1zhRBChJ+5Wx/uCSlmY7uDdS7KatqJtllYmDX1ZnqmFf71ltW2s7OylWXZk6vP/tazh7npwZ0jutevL0il3tVLeZObvSfbw1Jvb9q4wLjWW/6bB+GstzdtLk7H4/XR0uUZHCsnhBBidpAIbgqc/lE7aQn+O/YNZZC1FCxTbwp0phyodbHlvq186U/GCL8Yu1XmxgohhCDR3LkP88ixBRkJxNqtHKhzUVbnYkm2A7s1fG9Hlsx1YLModlW1sb+2fcIReGPJS43jzeMtvHasechxM0X+vlcq8Hh9Yam3N81JimFBejxvHm+hurWbUx29nD/J9Y9lfUEqUf7f9xrZuRdCiFlFgvspaHF7AEiPjwat4dSBGTPfXmvN47truPYXb2KzWPjq5YsjvSQhhBBnkaRYO1FWC4vnhm9XHcBqUSzJdlBW286hOldY6+3BuEm9aE4iT+ypxTPgY12QzfSGu379POalxnHvP44O1sADLMxMNMaxldYTZbVM+vpj2ViYxs7KVrZVmPPtw9NMzxQXZWP1/GTio6xhGT8ohBDi7CHB/RQ43R7sVoUj1gZtVdDnmhH19k2dvdz44E7+7YkyVuQm89QdF3DeXEeklyWEEOIssqEglatWzA3LiLrhlmU72FfTTpfHy/IwZwYArMhNxtXTDzDp4DvKZuFLly3k7YYOni6tHzxusSjW5aeiNayZn0JsVHh/P5sK03H3DfDgtkpS46MonobGtndfcR7fv7YEq0zDEUKIWUWC+ylwuvtIi4820tgbjLT2mdApPy7KRlNHH9/cspTHbj1fOuUKIYQY4Y5LivjBR1ZOy7WX5SRhlrKvCGMzPVOJ/5rFmQlTag77vhXZLM12cN8rFUNq78/3p+ZvLg5fSv7wa1c0uVmfH956e1NJXjJXLJ8b9usKIYSILAnup6DF3Ud6ov9Nw6kyUFbIXBLZRY2hvLGTL/5xP30DXhKibTz3+Qu5YWO+zLAXQghxxpnd6GPtVgozwr8zvcKfDTDZenuTxaL4/rUl/O6TG4YE2e88L4vclFjes3TOlK4/mrQEY1wdhG8EnhBCiHND6O1jxSCn20NavNkpvwwyzwP7yLm4keQZ8HH/q8e575UK4qOtVDS5WZqdJKl4QgghIqYoM4Eom4VlOY5p+Xu0aE4iH1mbx3Xr5k35WmbZmtaaAZ/GbrVQkB7P1q9eOuVrj2VjYRpHTnWyoSC89fZCCCFmNwnup6DF3Udxln/HoaEUit4V2QUNU1rTzr89UcbRxk7eX5LNN963hLQEScEXQggRWXarhTsvKWJBRvjmtweyWhT3XhO+Mrm+AS83/nonGwpS+eJli8J23bHcvCmflLiowR18IYQQIhgS3E+S1hpnl4eMhGjoPAVdTWdVp3ytNd94+hCunn5+deNa3rUkK9JLEkIIIQZ97p3FkV5C0KJtVtITo/nV1kpu2Jg/7b1q5qfFz6jfjxBCiLPDtNbcK6UuV0odVUpVKKXuGuXxaKXUH/2P71BK5fuP5yulepRS+/0fPw94zhql1AH/c36sIjSUvbNvAM+Az5hx31BmHDwLmum9edxJW5cHpRQ/uX4V//ziRRLYCyGEEFP05csW4Rnw8ZOXyyO9FCGEEGJU0xbcK6WswH3AFcAS4Hql1PBuc/8CtGmti4AfAvcGPHZca73S//EpGWrxAAAgAElEQVTpgOP3A7cBxf6Py6frNYxncMZ9QjScMjvlLz/j6/D5NKU17fzwhWO8/6db+egvd3D/a8cByEuNwxFjP+NrEkIIIWabgvR4rlufx6M7qqlydkV6OUIIIcQI07lzvx6o0Fqf0Fp7gMeALcPO2QL8xv/1E8A7x9uJV0rNBRxa6+3amEnzW+DqcC7a59M0uHomPM/p7gOMrrY0lELqAog5M7PivT5jHI/Wmnf98DW23LeNH79cjs2iuOuKxXzx3QvPyDqEEEKIc8nn3lmM3WrhgTdORHopQgghxAjTWXOfA9QEfF8LbBjrHK31gFLKBZitYQuUUvuADuDrWus3/OfXDrtmzmg/XCl1G8YOP1FRwc+4fXJfHXc/eYBbLyzg9ncUkRA9+q+oxR/cp5tp+dmrgv4Zk3Gi2c3LR5p4+UgTbd39/P3zF6KU4uMb5pMcZ+fihRnSLE8IIYSYRpmJMTx8y7rBUXtCCCHE2WQ6g/vRduB1kOc0APO01i1KqTXAU0qppUFe0zio9QPAAwDx8fGjnjOajYVpXLlsDve9cpzHd9fylcsW8aE1uSNG9TT70/IzbL3QfhLW3BzsjwjJX/bW8uOXyqlq6QZgYVYClyzOZMDrw2a18InNBdPyc4UQQggx0oYFxh6E+XdYCCGEOFtMZ3BfC+QFfJ8L1I9xTq1SygYkAa3+lPs+AK31HqXUcWCh//zcCa45JdnJsfzoulXctCmfbz57mH/7cxmvHG3i/o+vGXKeuXOf2nnUOBDGTvm9/V60htgoK1E2C/np8XxicwGXLMokLzUubD9HCCGEEKE73uzmEw/v4pMXLuCG8+dHejlCCCEEML3B/S6gWClVANQB1wEfHXbO08BNwHbgGuBlrbVWSmVgBPlepdQCjMZ5J7TWrUqpTqXU+cAO4EbgJ9Ox+FXzUvjz7Zt4pqyBpFijKV2Px0tTZy/z0+JpcXtIjrNjazQ75ZdM+WdqrXnp7SbuefYwVy6fy11XLOaqFdlctSJ7ytcWQgghRHjkpcRRmJHAfzx1EJtFcf36eZFekhBCCDF9wb2/hv5O4HnACjyotT6klLoH2K21fhr4NfCIUqoCaMW4AQBwEXCPUmoA8AKf1lq3+h+7HXgYiAX+7v+YFkop3l9yOrD+5Rsn+MnL5dxyQQENrh7S4qPgVBkkzoWEjCn9rEpnF/c8c4hXjjZTlJnARcXpU12+EEIIIaZBlM3C/R9fzacf2cPdfzmAVSk+vC5v4icKIYQQ00gZGfCzW3x8vO7qmvrYmqaOXr73/FGe2FuLVSlyU2J5MfZr2FLnwUf/OOnrPrGnlq/95QBRNgtfeFcxN23Kxy51fEIIIcRZrbffy6ce2cPr5c384uNruGzpnEgvSQghzllKqW6tdXyk1xFJEtxPwsE6F9fc/ya9Az4+Yn2Ve9+ZTP/Fd1Pf3kNeShwWy5jT/AZprenp9xIXZaO8sZOfv3aCr16+iExHTNjWKYQQQojp1dvv5QcvHOPOS4twxNgjvRwhhDhnSXAvwf2kLf/GP7hkrodP1/87S679BgdT381VP9lKfJSVxXMdnDc3kSVzk7h0cSZzkoYG7McaO/nGXw+RGh/FfR9bHdZ1CSGEECIyejxedlS28I5FmZFeihBCnHMkuAfJ/Z4Ez4CPzj4vl6S7WGKpBkc2c5Ji+O4Hl3PNmlysSvHXffV87ckDVDS5AXjrRAt3/H4vX/5TKVf83xu8faqDjYVpnAs3V4QQQohzwU9fKeeWh3fx5L7aSC9FCCHEOWg6u+XPWi1dxhi8LNVmHEicQ3pCNNcFdMvVWlPb1kNGYrTxHLeHsrp2Gtp7uW5dHl++bBEp8VFnfO1CCCGEmB53XlLMvup2vvR4KQrF1atyIr0kIYQQ5xAJ7iehxe0BIN1s4J84d8Q5SqkhM+nfu2Iu710xF59PB1WTL4QQQoiZJTbKyq9vWscnHt7FFx/fj1KwZaUE+EIIIc4MScufhGa3sXOfPOCEmGSwxwb9XAnshRBCiNkrNsrKr29ey7r8VL79t7fp9gxEeklCCCHOEbJzPwnmzn2Cxznqrr0QQgghzl1xUTYevHkdjR29xEXJWy0hhBBnhuzcT4LTv3Mf3dMIiTLTVgghhBBDxUfbWJCRgNaa//3nUZ470BDpJQkhhJjlJLifhBZ3H9E2C5auRnBkR3o5QgghhDhL9Q342H68hc/+YR97TrZGejlCCCFmMQnuJ6HF7SEj3o7qPCU790IIIYQYU4zdyoO3rCM7OYbPP7afzt7+SC9JCCHELCXB/SQ0u/sojO8G7ZWaeyGEEEKMyxFj50cfWUWDq5dv/PVQpJcjhBBilpLgfhJa3B4WRLuNbyS4F0IIIcQE1sxP4bOXFvFMWT3Hm92RXo4QQohZSFq4ToLT3ce8RJfxjQT3QgghhAjCnZcUceXyuRRmJER6KUIIIWYh2bkPkc+nae3yMNfaZhyQmnshhBBCBMFmtbAwKxGAN4878fp0hFckhBBiNpHgPkQdvf0M+DSZtAEKErIivSQhhBBCzCB7q9v46C938PPXjkd6KUIIIWYRCe5DZM64T/W1QkImWKWyQQghhBDBW5WXzPtKsvnhC8fYX9Me6eUIIYSYJSS4D5HT7QHA0d8s9fZCCCGECJlSim9dvYwsRwxfeGwfXX0DkV6SEEKIWUCC+xCZO/dxfRLcCyGEEGJykmLt/ODDJZxs7eaeZw5HejlCCCFmAckpD1GLf+c+qrsJ8jdEeDVCCCGEmKk2LEjjy5ctYo4jJtJLEUIIMQtIcB+iFncf0aofS48THNmRXo4QQgghZrA7Lika/FprjVIqgqsRQggxk0lafoia3R6KYruNb2QMnhBCCCHC4PHdNdz62934ZDyeEEKISZLgPkQt7j6KY93GN1JzL4QQQogw0Frz4ttN/PKNE5FeihBCiBlKgvsQOd195Ee7jG8kuBdCCCFEGHx4bR6XL53D9/95lIN1rkgvRwghxAwkwX2IWro85NokuBdCCCFE+Cil+O6HlpMWH83nHttHj8cb6SUJIYSYYSS4D5Gzs485qg2sURCXGunlCCGEEGKWSI6L4gcfLqHK2cVLRxojvRwhhBAzjHTLD0GPx0uXx0uGbjWa6UlHWyGEEEKE0aaidF784sUsyEgApIO+EEKI4MnOfQhauvoASPa2SEq+EEIIIaaFGdhvP97CzQ/tor3bE+EVCSGEmAkkuA+B0238cU3wNMsYPCGEEEJMq6bOXrYfb+Hq+7ZxvNkd6eUIIYQ4y0lwH4IWt7FzH9PbBInZEV6NEEIIIWazLStzePTWDXT2DnD1fdt4o7w50ksSQghxFpPgPgROdx/x9GDtd8vOvRBCCCGm3dr8VJ664wJykmO5+aFd7Ktui/SShBBCnKUkuA+B0+0hU7Ub30jNvRBCCCHOgLzUOJ64fRN3Xb6YktzkSC9HCCFmHKVUnlLqFaXU20qpQ0qpz/uP/5dSqk4ptd//cWXAc+5WSlUopY4qpd4TcPxy/7EKpdRdAccLlFI7lFLlSqk/KqWizuyrlOA+JC1uD/l2f3DvkOBeCCGEEGdGQrSNWy9agMWiqGnt5s5H9+Lq7o/0soQQYqYYAL6ktT4POB+4Qym1xP/YD7XWK/0fzwH4H7sOWApcDvxMKWVVSlmB+4ArgCXA9QHXudd/rWKgDfiXM/XiTBLch8Dp7mNBjL+hjezcCyGEECICDtV38PyhU3zgZ9s4IY32hBBiQlrrBq31Xv/XncDbQM44T9kCPKa17tNaVwIVwHr/R4XW+oTW2gM8BmxRxszSS4En/M//DXD19LyasUlwH4KWrj7m2V3GN1JzL4QQQogIuHzZHB699Xzae/q5+r5tbC13RnpJQghxNrAppXYHfNw22klKqXxgFbDDf+hOpVSZUupBpVSK/1gOUBPwtFr/sbGOpwHtWuuBYcfPKAnuQ+Ds9JBjbYeoRIhOjPRyhBBCCHGOWpefyl/vuIC5SbHc9NBOXjnaFOklCSFEpA1ordcGfDww/ASlVALwZ+ALWusO4H6gEFgJNAD/a546yvX1JI6fURLch6Clq49M1Sa79kIIIYSIOKPR3kZu2ZTP+vzUSC9HCCHOakopO0Zg/3ut9V8AtNaNWmuv1toH/BIj7R6Mnfe8gKfnAvXjHHcCyUop27DjZ5QE90Hy+jStXR7SfK0S3AshhBDirJAYY+frVy0hPtpGV98A3/37EXo83kgvSwghzir+mvhfA29rrX8QcDywkdoHgIP+r58GrlNKRSulCoBiYCewCyj2d8aPwmi697TWWgOvANf4n38T8NfpfE2jsU18igBo6/bg0+DobwbH4kgvRwghhBBiiG0VTn7x+nHeOtHCr25aS3pCdKSXJIQQZ4sLgBuAA0qp/f5jX8Podr8SI4W+CvgUgNb6kFLqceAwRqf9O7TWXgCl1J3A84AVeFBrfch/va8CjymlvgXsw7iZcEYp4ybD7BYfH6+7urqmdI2jpzp5z49e43jczVg3fgbefU+YVieEEEIIER7PHzrF5x/bR0ZiNA/dvJ6izIRIL0kIIc4IpVS31jo+0uuIJEnLD5LT3Ucybqy+fhmDJ4QQQoiz0nuWzuGx2zbS4/HyofvfZM/JtkgvSQghxBkiwX2QnO4+5ij/H0gJ7oUQQghxllqZl8yTn7mA8+YmkpkoqflCCHGukOA+SE63hywJ7oUQQggxA+SlxvHYbRvJS43D59P8/UAD50IpphBCnMskuA9Si7uPORYzuJdu+UIIIYSYGZ472MDtv9/LV/9cRr/XF+nlCCGEmCYS3Aepxe2hIKrD+EaCeyGEEELMEO9dPpfPv7OYx3fXcstDu+jo7Y/0koQQQkwDCe6D5HT3kWdzQVwa2KR+TQghhBAzg1KKf333Qr5/bQlvnWjhmvvfpK69J9LLEkIIEWYS3AfJ2eVhjqVd6u2FEEIIMSNdsyaX33xiPa1dHmpbuyO9HCGEEGEmwX2QnJ19ZNIqwb0QQgghZqwLitJ5/d8uYcOCNAB+9moFpTXtEV6VEEKIcJDgPghaa1q6+kj2tki9vRBCiJlJOqULv7goGwCunn4e3lbF1T/bxteePEBblyfCKxNCCDEVEtwHodvjpb+/n/h+2bkXQggxw3TUw9OfhafvPH3MOxC59YizRlKsnRe/dDG3bCrgj7tquPR/X+WPu6rx+eRGkBBCzEQS3AfB6e4jHRcWfOCQ4F4IIWYdrWGgD3pd0NVy+nh7DdTvg+odcOI1OP4yOCsit85Q9LTDi/8FP14F+/8AMcnG69z7W3jwPeCqjfQKxVnAEWPnP9+3hGc/u5mizATueeYwzq6+SC9LCCHEJNgivYCZwOn2kKXMGfcS3AshRMT09xhBa0ImWKzQeAjq9kJPm/HR226cc9WPwB4Dux+Eg38xAndvHwx4wOuBz+4BpeC5r8Ceh41jpqhE+Jo/8H3hP+HQX4auIT4DvuIP8Lf+CLqdkL4Q0oohvdiYqqLUGfl1jOn4y/CnW4ybFSs+DJd8DVLyjcdikqH5KPziIrjmQVjwjgguVJwtzpvr4PFPbeR4s5vMxBi01vx6ayXXrskjKc4e6eUJIYQIggT3QXC6+wKCe6m5F0KIkPR1gvMYNB8D51HoboULPg9phVC1DXY+AL4B8Hn9nwfgqh9CagEcegpeu/d08D7Qa1zzXw9BUi4cfQ5e/pZxTFkhNhmi4o1A3h5jpJ/7BiAqDqwpYIsCazRon3F+/mawxxkjTq1Rxmd73Om1b7wTll9rHLdFAwr6A7qM1+2GY88PvTmQfyHc/Kzx9d5HjBsOygoWG1gskFoIhZcYjx960njdFptxs8IeB3OWGzcvQuXzGr/bhAzIWAzzL4B33AVzVww9b8n7IfM8+OPH4ZEPwCX/Dpu/aKxNnNOUUhRlJgJwoM7Fd557m/tfPc5dVyzmQ6tzsVgifNNKCCHEuJSexgY7SqnLgf8DrMCvtNbfHfZ4NPBbYA3QAnxEa12llHo38F0gCvAAX9Fav+x/zqvAXMAc0HqZ1rppvHXEx8frrq6uSb+OR3dUc/jpH/At+0PwpWOQmDXpawkhxFmttwPcTRCXanyYfyOC2YnuajGC9+YjkH8RpBdB+Qvw+2tOn2OxQ2wKXPco5K2DI88ZqeNmcGuxGR9X3288/+g/YN8jRtAem3L6Y+kHjWNdLdDfZRyLSojMjrnPC+3V4CyHlnKIdsDqG4zH7s03bkoEWvpBuPYh4+vv5IKnc+jjKz8GV//M+N2/dq8RiM8tgeT5o78+rY0bDC/+l/Hf7Oa/Bfd76HPDM5+Hg0/ALf+A+RtDfeViljtU7+I//3qIPSfbWJ+fyvevLWFeWtzETxRCiAhQSnVrreMjvY5ImrbgXillBY4B7wZqgV3A9VrrwwHnfAZYobX+tFLqOuADWuuPKKVWAY1a63ql1DLgea11jv85rwJf1lrvDnYtUw3uf/JSObzyLe60P4P6j2bjDagQQswGPq+Rll63x/hoPgpoOP8OuPw74OmC/5dn7ChHxRmf7XGw/pOw9hNGivwfrvfvyAfUql/5fVh/q9HMbf+jxk5yxiIjNdx6DqX49veCr9+fkeAzPlvtRhAO0HJ8aNZCX4dxc2DuCuN398NloL3GuTFJMGcFbPocLLzMeE7NTnjpv6F6u5ER8M7/hCVbgr/JobVxjXkbjO972o2bJkL4+XyaJ/bU8s1nD5PhiObFf71YdvCFEGclCe6nNy1/PVChtT4BoJR6DNgCHA44ZwvwX/6vnwB+qpRSWut9AeccAmKUUtFa6+nv8OJuMt4kBbzZyjtZTYytEZWQBW1VRhqomTrq80F0Iiy9GhzZxg5Nd6uxixSTJDcChOjvgee+bPx/5crvQXRCpFd0btIa2iqh1h/ExyYbKdvKAq/9j/HvWe5aWPYhSJ5n1I4DoGDzF4z/jp4u43N/txGAgvG99sHi9xoBfPoiyFgIjlzjcUc2XPTliLzks4I9BogZ+/G0wrEfc2TD1+qg6TA0lEFDqfFhlgDU7oaHLof4THjvD2D1jaHfOFHqdGBfsxMe+SBc8V1Y9fHQriNmLYtF8eF1eWwuTudURy8Wi8Iz4KO9x0Nm4jj/2xZCCHHGTWdwnwPUBHxfC2wY6xyt9YBSygWkAc6Acz4E7BsW2D+klPICfwa+pcOZftB4EB6/ccihq4GjlgVGp/zGQ/DPr498Xt4G443Y288GjBtSRoAflwofe8J4E3dyO1S+brxxzlhk7LTY5Y+jmKU6G+Gx642GZ1EJsOmzkLUk0quaHXy+0zXSbVXgqjN2fXs7jCZqaNjwKePx574CB/50Oj3cFmsE42AEd7dvG7sJXFScsRs8Fsdc+Jfnw/WqxHD2WMhZY3wMF5sC7/1fWHFdeG6apRRA9kr46x1GoH/F/8jfJzEoOzmW7ORYAO57pYLfbK/iW1cv46oV2ZFdmBBCiEHTGdyPlrM1PAgf9xyl1FLgXuCygMc/prWuU0olYgT3N2DU7Q+9sFK3AbcBREVFBb/q3HVw+5un6z4tVj7zhzLuavl3o1P+oivg7trTjyuL8YY6yv/GKn8zfOAB6Gk9vYvf03p6l6tmB7z6naG/gpT5cNurxhu1UwfB4zY6L5tpm0LMRI2H4NGPGKna1/0e5m08/b/pUwdhzrLIrm8mqd0Nx1/x17MfhbaTRsO4rzcaj7/6XSj9w9DnxCSdDu7jM2HxVUaAmLsWMs4Da8A///HpZ+Z1iPDKWGh8hEtCBtzwFLzybdj6AyNL4NqHjcaGQgTYsjKb1441c+ej+3j+UCPf3LKU5LgQ3msJIYSYFtMZ3NcCeQHf5wL1Y5xTq5SyAUlAK4BSKhd4ErhRa33cfILWus7/uVMp9ShG+v+I4F5r/QDwABg190GvOjoRspYOOXSs9yRpus3olG+1j0x7jE05/XVqwfhvhDZ/AdbfBi0VRvdo5zFj1y3GX+O4/aen36THpRlBfsYieN//Gcec5UZHZ0fO0DfnQpxtancbqd63/N3YDTQdegr+dBNc/FW4+C7p0A1GXXZLuRG4N/sb0jmPwSf+Yfz7cux5eP1/ICnP+Ddh3vnGcXP3fuMdsOIjRkAfk2TcTIxxnL7+xV+J3GsTM4vVBu/6hnET6Mnb4eQ2429a81GjfCN9oZF5lr7QyEazx0Z6xSICFmQk8MSnN/Lz147zoxfL2XGihR9fv4rzF6RFemlCCHFOm87ocBdQrJQqAOqA64CPDjvnaeAmYDtwDfCy1lorpZKBvwF3a623mSf7bwAka62dSik7cBXw4jS+BgA6OzuI153hm3EfFWc0Sxo+ngjg0v8wOimbgX9LhdFwyfS3L0Hla8ZYpaQco3ty7jrjzRhA09uQkCW7/iJy2qqMpmlrbjJ6UcQkDX184XuMbuCv3Qv1++GDD8y+Bl5aG+PfrFFGWrOr1uga39Uc8OGEy79rZDCU/gGe/YLxXGUx0qMzFhvdzGNTYONnjNFxY6Vez1l+5l6bODcsfi985k1jugGAuxFqd8HBP3M6wU4ZnfnzL4DGw1C7EzKXQNYy4++cmNVsVgt3XlrMOxZlctdfykiMkQ0HIYSItOkehXcl8COMUXgPaq2/rZS6B9ittX5aKRUDPAKswtixv05rfUIp9XXgbqA84HKXAV3A64Ddf80XgS9qbbYSHt1UuuX3e31c+vWHeSP6X2HLz2DVxyZ1nbCp2Wns6rWdNEYvtZ80Zj1f86Dx+E/WGDcEEuZA5mIj/XbBxUY5gRDTyTsAz98N+34Hn3o9oCHbKLSGXb+Cf9xlNG+77lFj3NdMo7VRp95Rb3Scdx4DZwW0Hjeazn3kd3De+6DiJfjdB43nxCQZafLxGfCeb0POauP/z3V7jCydtCL/PHUhzkL9PcYNZ/MG9Np/MdL5t/0fvODvzaAsRmPF7JXwnu+cHqkYiTGF4ozQWqP8/31/8MIxLixOZ12+bDIIIc4s6ZY/zcH92WIqwX1TRy93/L/7+FP0PfDxv0DRO8O8ujCreMloCth0BJrfNlIpl30ItvzUSOH92QYjmMpYbARTyfONXdbkPBjoM2osUf43YcroipCUBwmZRupwV5PxvbxJE4F6O+CJT0DFC7DxTnj3PcFNiqh+Cx6/Ca78H2N819nGDEgGPEZ6sjnH3AziN3/BGPfmrID71hn/f0ovNgL0xDmw6Erje0+30YMjPgNsUpcqZiGfD1w1xt+f+v3QsN/4O/S5vUYp2/P/bvx9yl4Jc1dC9ioj40R2+GcVV0///2/vzuOjqu7/j78+s2TfCJAECKtsAgoiIO6KGypVa9WvVq3WVttvXWrtt63tt7V2sXu/2l+1i1vVblrrhtbdatVWEUWQTVxYZE1YAtmXmTm/P84NM4EEohBDJu/n43Ef98499945M5eEfM4953OY9euXWFPVwKcml3Pm5EFMH95XU+eJyMdCwb2C+91avG4bv73559yc8Wv40qs97+liIhFMW5Xnu/j+4xrfdX/TOxBr9Mcc+20/JnfraripnSRnM38C0//bn/eb6b5XwJBDYPB0P/a37IDeNW+1tLX1A584b+Myn7l7ymc/3PlNtcnu5h/M8UnfuiKfRMUSqFnnp7usrfAZ5UvGwYHn+PJ7zoDGrb47fVONr9fkC+Hkn/rtHw/yx2XkJ8ccH3g2jDw+mL+8RU/cRTry5p9gyWwf9NcGiSALyuGaxX77Pzf7n7uiwb4BunCwzy2jxrAep7Ypxi+eWsb9r6+mrjlOWUEWv71gMgcN6bP7k0VE9oCC+64dc58WNtc2U2rB9FH5Zd1bmY8iFEoGTpl5fnwzQCIeTJ+12j+5B58x+/xgPKVzyXX/Mb68YBCc8guf8f+DObDkEb//3L/48ZlVq/xTzfJpbZN5dVZzffsJC2Xf9vqdfhq2Cx6A/Y798Oe3/vvcshzuOgWGHg5n/QFyd5GYKd7in4THGn0gALDgPv/vr7bCT8FXW+HHs59+iy//4yehdkPyGqGoT0LXGtxbCHL6+fHumfl+GXJoso6ffdL/rOSX7dxzJRSCkAJ7kQ4ddIFfAKrX+yC/qTZZ/s6TsPJl2kyqM/Rw+OzjfvuZ7/oZavqN8j3P+o9RMr99VF5mhOtPG883Zo7lmaUVPLpgHcP7+b+1H1+4npWb6zh90iAGFen+iYjsbXpyvxsPzlvDpge/zucznyP07Q3qjp5q21pY/SrsN8Mn/Xr5Rnj2eh8klYz3T/eLhvq5zc1g3h/h3af905nmWr8GuHyOX99/sX+yU1gOxSN8hub+Y5PTeSXinevqLR+P1ifu8ZhvJNob02W9+Sd47Bo/DGTyRb6h54gg0dyjX4bl//LTSzZt8/sGTPTj+wFuPdYHDLn9/fl5ZTD4kGSm+Pf/CdGcoKwUMnp1w67IvifWDNVrfC+yrR/4RuLW4Tq/Ocznm2lNsWMhmHqpH9IDsPRRPxym70g1EO/Dvv3wQv706gcATBtezBmTBnHqAQMozNE9E5E9pyf3Cu5367YXl1PyzOV8ou96QlfP38s1SzNNNX76s9Vz4INX/HZzLfxvhc8Y/vyPYcnDkJGXfDKaVejzAQC8+6xvLNiyHLas8EnJ8srgitd8+d2f8GOe+wwPgv9hvlv12FN9+bInfLKnUMT/cReKQn5pMpP4hoWAQSTLd5+OZPkArzeM+Wxp8BnaWxr8MI3mer89OOhlsWERrHjRz50eaw7WTXDkV30yrGVPwML7/b54sz+3ahVc+pwPlvemtfP8OPxtH/jGoavf8vuf/7H/N5HTF7KLfb2Khvjs+wANW/2/KTUAiaSneIv/v6FyiR8mVrK/n5GjbjP8fIQ/JhRNPt2ffKFvfG79O0eN8/uEDzbX88j8tTw8fy3vb6xj2vBi/vaFQ7u7WiKSBhTcK7jfrR8/sZQZr3yWacOKsEue3Ms1S3PxmO82nZH70f+oaq5LPmF97TZY92Yy+K/dAEl1na4AACAASURBVMOPgose9eU3HehnD0g15lQ47y9++2f7Qf2mtuUHnAOfui0oHwEukQz+w5lwwNn+yW+8BW6Z5v9IdAm2D1mYcgkceY3vIn7zNP85LZRcDrsKDrnMd0O9e1bbMgv76c0OPNuXP/Md/1mjuclGh1EnQek4f/1V//HfR1O1T2DXVAMTz/XdU1e/Bs99P2W8eNA74oIHYOhhvsv6Q5ft/P1e9i+f4Or1O+GxryT3W9h/B1982c9l/cZd8J9f+6ndwhm+bOBBcPz3fMPN3haP+THs6nYrIrsTj/kEspVLk4F/5RI4+ht+KMCGRf73b9kBUHZgsD7A583QU/5u45xj8bpqGlviTBlWzNb6Zs6/fQ7nTh3Mpw4uJydDI0dF5MNRcK8x97u1qaaZgeGtWH4PS6S3LwhHINzBvNydldp1etqlbcua6/xT5FafecQ3JiRiPhhPxCAzZez/mb/358Sa/HGxprZdyQ+6wD+Rbi2LNfopnsAH4wMnB0F5SgDfen44I+hBEAT/LuGTrBWWB+VR34W8tcwl/DCD1vHmTTV+Dunm+uDJep2/Vv4AH9xXvg33frrt57ewTz7Xfwxg/vPmlfhgPLPAf3d5pf7YwVPhtJt9sBzN8Q0H0RzfhRVg4nkw/pO+QSOSufPT74Mv9svHJRzpmqR6IpJ+wpFkwJ6q9eFFJBP2P8333pp7ezKZ7PkPwKjjoWKxH+9fdgCUTvhoOWPkQzMzJgwq3P66sqaJSMj4ziOL+cXT73DetCFcdNhQBhSqkVdEpLP05H43Lr5zDr/74BNkHXqpn5Na5OPgXHKIQSTDB/+b308OZ8jM9z0M1M1URKTz4jHY/J4P9Ecd7/PFvHILPPWt5DF9hvlAf9ZNPtFsS6NvINDv2y7nnOONVVXc+e8VPLloA+GQ8fI3ZlBa0AU9xEQk7ejJvZ7c71Z9TRVZNPXMTPnSc5m1zQWQme+7z4uIyEcXjkDJWL+0mv4lGH+mD/g3vOXXG99O9vx69np4696du/WXjFPAv5eZGVOGFTNlWDGrt9Tz4rsbtwf2v3r2XUaV5nHiuFIi4VA311REZN+k4H43wq1TZ+UP6N6KiIiIyN5nBgUD/DL6xJ3Lhx/ph0ulduvPHwBffduXP3GtzwWTV5KcjaN4BIw6wZc31/shUWoI+FAGF+dw/iFDAWiKxXlk/lqWb6pjUFE2Fx82jLOnlFOUk9HNtRQR2bcouN8F5xyZDZX+W1JwLyIi0vuMPTU5K0trt/66ymS5S0DNev/Uv7bST9c3+JBkcH/78f6c/DKfxK9kLAw9HMac/PF/lh4qMxLmmWuO5tmlFdzx8gpueHwpP3vqbW78r0nMOnBgd1dPRGSfoeB+F6obYxQnNvsX6pYvIiLSu7V26yelW/8pP0tuJxJ+dpOW+uS+aZ/3M7xUr4ONy/y0ozUbfHDvHNx6tJ/2tWQs9N/fT/HXb3TvmKb1QwiHjJPGl3HS+DKWrKvm4flrmVheBMDTizfw5KINnDZpIEeM7Kdu+yLSaym434XNtU2UWZV/oSf3IiIisiuhEOT2Bfom9025pO0x8ZifqhSCWVv282P83/+nnwIU/DSqJ/4A6rfAQ1+AnL7JJbcfDDkU+o0KrlUDWUW9qtv/uIEFjBuYnNWgoqaJZ5dW8OCba+mbm8GsAwdw2qRBTB5ShPWi70VERMH9LmyqbabEqmiJFhBVC7qIiIjsqXAEsv0TZ6JZcPYf/Ha8xY/dr1zqx+yD7wFQW+H31W2CWIPff+ovfXBfuQR+f6SfWSW3BIqGQJ+hMO0LUH6wn1a1fgsUDNx5itM0cuH0oZwzpZwXlm1k9vx13Dt3NS+9t4nnrjkagE21TfTLy+zmWoqIdD0F97uwubaJUqsinldGtLsrIyIiIukrHIX+Y/zSqrAcvvBi8nVzHdRv9jOogE/gd9KPfOBfWwFVq2Dlv+GAc3z5ypfhL+dAKApFg6FoqA/+D7sK+u7nhwpsWR5MsVoQLPl+CtYeJjMS3t5tv6axhTVVDZgZjS1xjv3FCxRkRZk6rA/Thvdl2vA+7Nc/T0/1RSTtKLjfhU21TUywKkL5StYiIiIi3Swj1y+t8svg0Ms7Pr5kf5h1ow/6t67y6yWzYdplvnzZE/CPa3Y+74rXfc+AN/8Mr93qA/7c/smeAQf+l6+Hc/vkcID8rCj7D/CPZZyDr580hleXb+Hl9zbz8Px1APzPiaO5YsYoGlvivFtRy/4D8jVWX0R6PAX3u9DaLT9SNLW7qyIiIiLy4RQN2XnMf6qxp0LfkdBUA03VyXVeiS/PyPXbjdWw7k1Y+qjPC9DaM+DZ6+Gt+/z7FA1NBv+TLvD5BxIJv+5G2RlhLjx0GBceOgznHCs31/Pais1MGtwHgLkrt3DhHa+Rlxlh8tA+TBvWh6nDipk4uIisaPoOZRCR9KTgfhe21DZQYlsJFSiZnoiIiKSZ/LJdzwY0/gy/tErEfab/zDz/etBkPyRg6ypY/SosesCXTf6ML3/wUlj+gh/zX1gOBYN8j4BDvuDL6zZ/rMMAzIzh/XIZ3i/Z+2HCwEL+33kH8dqKzcxdUcUvnn4HgMeuPIIJgwp5Y1UVS9Zt48DyIsYOyCczooBfRPZdCu53oXFrJVHiypQvIiIiEgpD4aDk63Gn+6VVvMUH+61GneCD9+q1fkjAqn/7AL81uL/3075RILcECgZAXimUT4Wjv+7LV74M4UzIL/Vlkb2fFK9PbganTRzIaRP9EMyqumbeWFXF6FKf1+CZJRX87l/vAxANG2PLCjigvJDvfmKcAn0R2ecouN+V2vV+rSf3IiIiIrsWjrb9m2niuX5JFWtKbk//b9jvWNi2xvcIqFkPm95Nlj/0Rdi2Ovk6uw+MPxNm/Z9//fjXAPO9BTJyISMfyibA0MN8+eq5kJEDGXmQU+zXu8kR0Cc3g+PHlW5//Y2ZY7hg+hAWrtnGW2u38daarby2Ysv2wP5r9y/gvY21jOyfx/D+uYzol8vIknxGluRBbSWsX5BcNiz0CRKzCuD1P8C6eTDqJBhxTLI3hIjIHlBwvwuRukq/oSf3IiIiInsu9el7apf/9pz7Fx/w11ZATQXUbvBJAlu996yfPaCpFlzc75tyiQ/uE3G44/i21wtnwhFfgWO/CS2NMPtKyO0HOX2DdT/fONBnGMRjUFeJhaKUZ0UoH53PyfsX+5kHUvII7FeSxweb61i2bDHVb77DHYnRDCofwuxD34dHr9p+XHX2YJr6H0Bs0yZKB+YTqq2AxQ/DvHsgnAHDjoCxs2Dq5z7iFysiouB+l7IaK/zGrsajiYiIiMjeN+BAv3Tkqjf92jmINfqpAi0lgd/5D0BzrU8U2LDFDxkYeJAva6qG1XN840BzbfKcE74Ph38ZqlbCzQfv/J6zbvQNCOsXwF2z+GIowhcTMYhVQwasmvEbNg0dB7llcNKP+P4bUf5R2Y+KqkyoAt5ZygnjtnDbZ66FI7/KinnPMnjzS0TefRqWPJIM7uf8HkrGwZDpvkeEiEgnKLjvQFMsTmFsEy5iWF7p7k8QERERkY+fGUSz/dIqFIZRx3d8Tl4JXP2W325phPpNPtDPDWYKyO0Hn/iVzyMQb/GzBMRbYFAQ8GcXw6Tz/X4MSsbCgEkMLR3P0Gg2UAz9RnLdofAd56isaWL5xjqWb6qlvE8OAFubHDMeTJARPpLJQ07jsNJsDn5/EweVRsl+5rsQa4DMQhg8DbKLYMJZMGamn73gjbuCoQh5yWEJ/cb4YRGxZt/LwcL+e2hdZ+T55IWJuP8s28s0BaBIujDnXHfXocvl5ua6urq6D3XOuq0NvPCL8/hkzltkf2t5F9VMRERERHqjxpY4LyzbyGsrtjBnxWaWrK/GOfjBGRO48KC+VC95hrpF/6CkZinhljo47Er/ZH/z+/DryTtf8NRfwtTP+14Fvz9q5/JP3goT/wtW/hvuOiW5PxTxgf+Zt8HoE2HN6/DPHwaNBvnBOpgFoXg4VK+DiiU+j0FOX79k5O42n4FIVzOzeudc7u6PTF96ct+BzbXNlFkVLTmlZO/+cBERERGRTsuKhpk5oYyZE/zwz20NLbyxagvjBxZCZhbPJKby1cUZwCcpzs1g8Jxsyt+Zx7UzRzP4m2vYtHkLdbVbKcuKk5lo8IE3QOFgOO1mn4cgEQeX8EvrkISiIXDcdZBI+GNijT5vQWG5L483+6EMNev9/uYavx59kn+P5f+Ch7/Y9sOEM+HS56DsAHjnaVjwFx/0Zxf7pIahCBx8sZ89oTW5YCjSdhl9kh+CsGWFz7MQzvA5GsKZfn/REN+AEGv2wy/CCmNEdqSfig5sqm2i1KpI5I/s7qqIiIiISJorzI4yY2xyKOjMCWX0z89k4dptrKlqYE1VPUvXVxMOhyEzm/vfqeSnT64BoF9eJuV9VjC4uIIfnjGBwskXsqaqnuZYgoFF2WRFU6btKxoMR36144oMPcwH6qlSe/qOPgkuedoPY6jf7PMZ1G9OJqCu3wwbFgVlVUBw7oSzfHD/9uPwr5/s/L7fXOOD+Lm3wys371x+XZUP7p/4OrzxhyDADwL/zAK4ZrE/7olvwDtPtm04yCuBCx/y5f/8IaydFzQcBA0IBYPg+O/68nn3wLa1fghDONMPX8jtDwec5csXP+w/l4WSS34pjAyGgbz/vB/2EMmESJZf5xT7xgnw54aivkwNFLKX6V9UBzbVNjHBqghrGjwRERER+ZjlZkY4anR/jhrdv93ykyeUMaAwizVV9aypamB1VT2L1m4jJ8MH8re+uJx7XlkFQGlBJuV9chhSnMP/nTMRM2P5xlrCIaO0IKtt8N+e1C73OcUw5JCOj510nl/A9xyINUEi5rv2Axz6JTjofL8vHvPrRAyiPhcBUy6B/Wb4HgSxJr+ONydzA4w9FQoGBmVN/j1CKfXvOxIGH5K8biLug/9WLQ0+wN5+/Sbf26HVgvtg1cttP9PAg5LB/Uu/8D0PUg07MhncP/YVqFrRtnzMKXDeX/32zdOgdUYuC/sg/4Cz4LT/5/f9/mjAJRsGIlkweqYfkpFIwKNXBo0KYb8OhWHEsTD2FP/ZXvhxsjwU8Y0fw47wyRmb62DRA75xIdy6ZPhZKPoM8+dXLEnubz2mdehFa76GcIZyNeyjFNx3YEt1Hf2tmuY+g7q7KiIiIiIibQzrl8uwfh0PLz7/kKFMGlzE6i0N2xsAVm6uw4JA/UePL+XZpT7IzIiEKMiKMqYsjz9/fjoAtzz/Huu2NlCQHaUwO0pBVpRBfbI5OmhsWL+tgYxwiILsKNFwB4FeKOy75afKKvRLR/ru55eOjDrBLx2ZdqlfOnLSDR2XAXz2Hz6Ijjf7wN8l2s7CcOEjvqx1uINL+GC31Xn3+iA61hgsTT44bnXst/xsDbGmZHnZAcny4hHQUp8sa6qBxq2+zMV9z4Dtwy2CdU7fZHA/5/dtywFmfMcH93Wb/BSQO5r5U5j+RT8k4vYZO5efdjNMvhDWvgF3BN99a+OBheBTt8H+n4AVL8LfLkoma2xtfPjk73wDw/vPw1P/m2w0CEV974WZP4XScbDyZXj9zuT+SLb/9zP9S372ssq3Yd28IIFmri+LZkPphLbTbPZiCu470FS1DoCognsRERER6WHGlOUzpiy/w/IrZ4zixPFlbKxporqxheqGGAXZydBg4ZptzF25hW0NLcQSvmv9wUP7bA/uL75zLssqagDIyQhTkBXlqNH9+NlZEwH44WNLaIknfMNA0DiwX0kuBw8tBmDt1gbyMiLkZ0UIhfaxZHyhEISyIJq1c1lu3533pSoZu+vyKZ/ddfnZf+i4LByFa5Z0XJ5TDN+uSL52zj9pb+15UTAIvrI4aLiIJXtFFATxTmE5fPpvwSwRzcn1kEOT5x93XXJ/Iu4bEPoE+R5yS2DCmW0bFxIJn3sB/NP/4uFtZ6CINSfrW78F1s1PKWuE5no/M0V+Gbz/T3jqmzt/7qsX+eEmomz5Hbnprj9z9covwafv95lDRURERER6GeccjS2JIMhPbJ/K78lFG6iobqS6oYXqxha2NbQwon8eXzzaP3Wf9euXWL2lgerGlu1D9s+YNJCbzvWJ/fb/zpM0tMQxg7zMCAVZUc6eUs7Vx48mnnBces/rZEZCwRImKxriqNH9OW7/Uhpb4vzp1VVkRkJkZ0TIjobJyQgzsiSPwcU5xOIJNlQ3BvsjZEVD23ssSA/WVAt1G30PhZZ6vzTXw4hjIJqlbPnoyX2HrGa938gv696KiIiIiIh0EzMjOyNMdkbbcfmtWf478tiVRwKQSDhqm2NUN7QQCcZpO+f4/unjqW70+7cFDQSDivwcVS3xBBtrmmiKxWlsSdAUi9MUS1Ccm8lx+5dS2xTjh/9YutN7fn3mGL50zEjWbW3kqJ8/n/IZIDsa5rpZ4zh32hBWbKrj6vvmkxMNb/9sOdEw504bwsFD+7B+WwOPLVhPdkaYjEiIjHCIaDjElGF9KC3Ioqqumfc21m7fnxExMsJhSgoyyYqGaYkniCcc0XCI8L7WK6Eny8zzi3RIwX0HMuqDRBcFA7u3IiIiIiIiPVQoZBRk+W75rcyMs6d03I06Kxrm0SuP6LC8OCeDt64/kcaWOI3NCRpa4tQ3xygr9N3oi3Kj/OxTB1LfHKO+JU5Ds19GlvjA0DlHYXaUhuYYlTUt1Aflx+3vZytYvrGOGx7fufHgjoumUFqQxeurqrj0ntd3Kv/rpdM5dL++PL5wPV++d77//OZzGkTDIe69bDrjBxby6IJ1/Oq5d33DQNiCBoIQvzxnIgMKs3luaQWPLli3/bzWBoYrZowkPyvK6yu3sGDNtjbnRsMhZk4oIxoOsWJTHRtrmoiEbXsDRDRsjOjvP39tU4x43BGNGJGQL+sNPRvMbCbwKyAM3O6ca2fahp5NwX0HspsqiVmESOsYERERERER6XbtNRikKsiKcs7UjhsPRvTP455LpnVYfuiIviy8/kQaWuI0xxK0xF0wraBvPJg8pIg/fm4aLfEEzTFHczxBSyyxvfFg/wEFfGPm2KA84dfxBH1zfdK3wuwoY0rzaQrKWo8zfIBdUd3EvA+2Js+N+fMvO2oEAM8vq+SW59/fqd5v/2Am0TDc/Z+V3PWflW3KwiHj/R+dAsD3Zi/m/jfWtCnvkxPlzev8UOSv3DefpxdvIGQGBiEzBhRm8eTVRwFw1V/f5NXlmwmHjHDINzCM6JfLHRdPBeBbDy3knQ0128vCIWNUSR7fnjUOgJ8/9TYbtjURDSfP368kjwunDwXgzpdXUNcU256LIWTG8H6523uL/PHVVTS1xDHz31jIYGRJx/klAMwsDNwCnACsAeaa2Wzn3C6SGPQ8Cu7bkUg4Cls2UZfdj0JN8yAiIiIi0muEQkZ+VpT8DhoP+uZlcuSo9qcoBBhdms/o0o6DzV1NcQjw6UOG8OlDhnRYftVxo7jsqP3aNB60xBNkRnzcctFhwzhhXOn2sljCbU+KCHD6pEGMHVBALN56riOSMnzg8JH9KM7NwDlIBAkT8rOSYeOkwUXkZISJJxzxhKMl4SjNT2arz4z43gSxhKO+OUY84aiqb9levmhtNe9V1hJLJIjFfd0OGV68Pbi/4+UVrN3a0OYznzS+dHtw/8unl7E15XoAZ07ebRL0acB7zrnlAGZ2L3A6kFbBvRLqtaOqrpnFPzmGUcVhSr/yUhfWTERERERERFo55wP+hHOkhqpZUZ/3oaaxhYQDHDj8MdFIiPysaIcJ9czsLGCmc+7zwesLgUOcc1d09ef5OOnJfTs21TZRaluJ547v7qqIiIiIiIj0GmZGNNxxDoCOelQAETNLTYZwq3Pu1tbLtnN82j3lVnDfjk21zYy3LdQpU76IiIiIiEhPEHPOTemgbA2QmoihHFjX9VX6eGlAeTuqtm6hwBqIFO127IaIiIiIiIjs2+YCo8xsuJllAOcCs7u5Tnudnty3o2HzWgCyihXci4iIiIiI9GTOuZiZXQE8hZ8K707n3OJurtZep+C+HbFtvodGTt+Op9AQERERERGRnsE59zjweHfXoyupW347XPV6AMKFA7u5JiIiIiIiIiK7p+C+HeG6Cr+hhHoiIiIiIiLSAyi4b0dmQwWNlgWZ+d1dFREREREREZHdUnDfjrzmjWyL9gfreH5FERERERERkX2Fgvt2FMY205DRv7urISIiIiIiItIpCu53UN8co7/bTHNOSXdXRURERERERKRTFNzvYHNNE6W2lUTegO6uioiIiIiIiEinKLjfQdWWSjKthVCBgnsRERERERHpGRTc76Bu42oAMvoM6uaaiIiIiIiIiHSOgvsdNFWtBSCnX3k310RERERERESkcxTc7yBevR6AwpIh3VwTERERERERkc5RcL8Dq1kHQGbRwG6uiYiIiIiIiEjnKLjfQbS+kq3kQzSru6siIiIiIiIi0ildGtyb2UwzW2Zm75nZte2UZ5rZfUH5HDMbllL2zWD/MjM7qbPX3FPZjZVsi/Td25cVERERERER6TJdFtybWRi4BTgZGAecZ2bjdjjsc0CVc24kcCPw0+DcccC5wHhgJvAbMwt38pp7JL9lIzXR/nvzkiIiIiIiIiJdqiuf3E8D3nPOLXfONQP3AqfvcMzpwN3B9t+B48zMgv33OueanHMrgPeC63XmmnukT3wLjdkle/OSIiIiIiIiIl2qK4P7QcDqlNdrgn3tHuOciwHbgL67OLcz1/zI4rEYfV0VsZzSvXVJERERERERkS4X6cJrWzv7XCeP6Wh/e40RO17TX9jsMuCylNf17VezPTfBpTd1/nDpThEg1t2VkC6he5u+dG/Tl+5t+tK9TV+6t+mrt93b7O6uQHfryuB+DTA45XU5sK6DY9aYWQQoBLbs5tzdXRMA59ytwK0AZva6c27KR/sYsi/TvU1furfpS/c2fenepi/d2/Sle5u+dG97n67slj8XGGVmw80sA58gb/YOx8wGLgq2zwL+6Zxzwf5zg2z6w4FRwGudvKaIiIiIiIhIr9JlT+6dczEzuwJ4CggDdzrnFpvZ94HXnXOzgTuAP5rZe/gn9ucG5y42s78BS/BdSS53zsUB2rtmV30GERERERERkZ6gK7vl45x7HHh8h33XpWw3Amd3cO4NwA2duWYn3Pohj5eeQ/c2fenepi/d2/Sle5u+dG/Tl+5t+tK97WXM94IXERERERERkZ6qK8fci4iIiIiIiMjHIK2DezObaWbLzOw9M7u2u+sje8bM7jSzSjNblLKv2MyeMbN3g3Wf7qyjfHhmNtjMnjezpWa22My+HOzXve3hzCzLzF4zswXBvf1esH+4mc0J7u19QYJU6YHMLGxmb5rZY8Fr3ds0YWYrzWyhmc03s9eDffq9nAbMrMjM/m5mbwf/9x6qe9vzmdmY4Oe1dak2s6t1b3uXtA3uzSwM3AKcDIwDzjOzcd1bK9lDdwEzd9h3LfCcc24U8FzwWnqWGPBV59z+wHTg8uBnVfe252sCZjjnJgKTgJlmNh34KXBjcG+rgM91Yx1lz3wZWJryWvc2vRzrnJuUMpWWfi+nh18BTzrnxgIT8T/Durc9nHNuWfDzOgk4GKgHHkL3tldJ2+AemAa855xb7pxrBu4FTu/mOskecM69iJ9VIdXpwN3B9t3AGR9rpWSPOefWO+fmBds1+D8yBqF72+M5rzZ4GQ0WB8wA/h7s173tocysHDgVuD14bejepjv9Xu7hzKwAOAo/YxXOuWbn3FZ0b9PNccD7zrlV6N72Kukc3A8CVqe8XhPsk/RS6pxbDz5IBEq6uT6yB8xsGHAQMAfd27QQdNueD1QCzwDvA1udc7HgEP1u7rluAr4OJILXfdG9TScOeNrM3jCzy4J9+r3c840ANgJ/CIbU3G5muejepptzgb8G27q3vUg6B/fWzj5NDSCyjzKzPOAB4GrnXHV310f2DudcPOgiWI7vUbV/e4d9vLWSPWVms4BK59wbqbvbOVT3tuc63Dk3GT+88XIzO6q7KyR7RQSYDPzWOXcQUIe6aaeVINfJacD93V0X+filc3C/Bhic8rocWNdNdZGuU2FmAwCCdWU310c+AjOL4gP7PzvnHgx2696mkaDb5wv4vApFZhYJivS7uWc6HDjNzFbih73NwD/J171NE865dcG6Ej9udxr6vZwO1gBrnHNzgtd/xwf7urfp42RgnnOuInite9uLpHNwPxcYFWTuzcB3T5ndzXWSvW82cFGwfRHwSDfWRT6CYJzuHcBS59z/pRTp3vZwZtbfzIqC7WzgeHxOheeBs4LDdG97IOfcN51z5c65Yfj/X//pnDsf3du0YGa5Zpbfug2cCCxCv5d7POfcBmC1mY0Jdh0HLEH3Np2cR7JLPuje9irmXPr2mDOzU/BPEsLAnc65G7q5SrIHzOyvwDFAP6AC+C7wMPA3YAjwAXC2c27HpHuyDzOzI4CXgIUkx+5+Cz/uXve2BzOzA/HJe8L4xuS/Oee+b2Yj8E97i4E3gQucc03dV1PZE2Z2DPA/zrlZurfpIbiPDwUvI8BfnHM3mFlf9Hu5xzOzSfhEmBnAcuCzBL+j0b3t0cwsB59zbIRzbluwTz+3vUhaB/ciIiIiIiIivUE6d8sXERERERER6RUU3IuIiIiIiIj0cAruRURERERERHo4BfciIiIiIiIiPZyCexEREREREZEeTsG9iIikNTP7XzNbbGZvmdl8Mzuki9/vBTOb8iGOv8vMVgR1W2Bmx+3FutR2sD8evN/i4D2vMbOP/DeBmX0rZXuYmS3q5HlXm9lngu3W72GBmb1jZveY2aCUY1ea2cKg/GkzKwv2P2tmfT5q3UVERNKFgnsREUlbZnYoMAuY7Jw7EDgePwfwvuZrzrlJwNXA7z6G92twzk1yzo0HTgBOAb67B9f71u4PacvMIsAlwF9Sdn/NOTcRGAO8CTxviAZ7PQAABO1JREFUZhkp5ccG5a+nvOcfgS99pFqLiIikEQX3IiKSzgYAm5xzTQDOuU3OuXUAZnadmc01s0VmdquZWbD/BTO70cxeNLOlZjbVzB40s3fN7IfBMcPM7G0zuzvoEfB3M8vZ8c3N7EQze8XM5pnZ/WaWt5v6vgKkPq0+2Mz+ZWZvmNlTZjYg2H9pUPcFZvZA63ub2fDg/eaa2Q868wU55yqBy4ArzAub2c+Da7xlZl8Irn1M8J08ZGZLzOx3ZhYys58A2UFPgD8Hlw2b2W1Bz4CnzSy7nbeeAcxzzsXaqZNzzt0IbABObufcF4GRwfZs4LzOfFYREZF0puBeRETS2dPA4KCb92/M7OiUspudc1OdcxOAbPwT/lbNzrmj8E/RHwEuByYAF5tZ3+CYMcCtQY+AanZ4emxm/YBvA8c75ybjnzZfs5v6zgQeDs6PAr8GznLOHQzcCdwQHPdgUPeJwFLgc8H+XwG/dc5NxQfGneKcW47/m6AkuNa24BpTgUvNbHhw6DTgq8ABwH7Amc65a0n2BDg/OG4UcEvQM2Ar8Kl23vZw4I3dVG0eMLad/bOAhUHdq4DMlPsiIiLSKym4FxGRtOWcqwUOxj+Z3gjcZ2YXB8XHmtkcM1uIf4o8PuXU2cF6IbDYObc+ePq/HBgclK12zv072P4TcMQObz8dGAf828zmAxcBQzuo6s/NbHlwnR8F+8bgGxSeCc7/NlAelE0ws5eCup+fUvfDgb8G23/s4L06YsH6ROAzwXvOAfrig3WA15xzy51z8eB9dvzMrVY45+YH228Aw9o5ZgD+nnSmTq2eD+pVAPw4ZX8lMHA31xIREUlrke6ugIiISFcKAtEXgBeCYPgiM7sX+A0wxTm32syuB7JSTmsK1omU7dbXrf93uh3faofXBjzjnOtMl/GvAQ8CVwF34xskDN+wcGg7x98FnOGcWxA0Vhyzi3rslpmNAOL4INmAK51zT+1wzDHtXLuj90r9zuL4nhE7aqDtd96eg4DnUl4f65zb1M5xWcH1REREei09uRcRkbRlZmPMbFTKrknAKpJB5aZgHPxZH+HyQ4KEfeDHfL+8Q/mrwOFmNjKoS46Zje7oYs65BL5bfcjMTgKWAf1b38PMombW+oQ+H1gfdN0/P+Uy/wbODbZT93fIzPrjhx/c7JxzwFPAfwfXxsxGm1lucPi0YFx/CPivlM/c0nr8h7CU5Lj5HetkZnYV/un+k7upvwFlwMoP+f4iIiJpRcG9iIikszzg7iAB3Fv4bvLXO+e2Arfhu90/DMz9CNdeiu8F8BZQDPw2tdA5txG4GPhrcMyrtD9+PPUcB/wQ+Lpzrhnf6PBTM1sAzAcOCw79Dr7L/DPA2ymX+DJwuZnNBQp38VatCfAWA8/icxN8Lyi7HVgCzDM/pd3vSfZWeAX4CbAIWAE8FOy/FXgrJaFeZzwBHLXDvp8Hn/Ud/Hj/Y4PvYVcOBl5tLzGfiIhIb2L+7wgRERHpLDMbBjwWJOPrFYJu+f/jnJu1u2M/xDUfwjdkvLsH1/gVMNs599xuDxYREUljenIvIiIi3eVafNf7PbFIgb2IiIie3IuIiIiIiIj0eHpyLyIiIiIiItLDKbgXERERERER6eEU3IuIiIiIiIj0cAruRURERERERHo4BfciIiIiIiIiPZyCexEREREREZEe7v8DaGZnt5nJpqoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "\n",
    "def plot_hz_rel(dps, ax, ax2, name, rel):\n",
    "    frac_hz = []\n",
    "    cnt_dp = []\n",
    "    for dp in dps:\n",
    "        hz = 0.0\n",
    "        cnt = 0\n",
    "\n",
    "        for khz, kdp in rel.keys():\n",
    "            if kdp != dp:\n",
    "                continue\n",
    "            cnt += rel[(khz, dp)]\n",
    "            if khz == 1:\n",
    "                hz += rel[(khz, dp)]\n",
    "        frac_hz.append(hz / cnt)\n",
    "        cnt_dp.append(cnt)\n",
    "    ax.plot(dps, frac_hz, label=name)\n",
    "    ax2.plot(dps, cnt_dp, '--', label=name)\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "for name, rel in rels.items():\n",
    "    dps = list(set([x[1] for x in rel.keys()]))\n",
    "    dps.sort()\n",
    "    plot_hz_rel(dps, ax, ax2, name, rel)\n",
    "ax.set_xlim(0, 75)\n",
    "ax.set_ylim(0, 0.2)\n",
    "ax2.set_ylabel('Quantity of calls')\n",
    "ax.set_ylabel('Fraction of Heterozygote calls')\n",
    "ax.set_xlabel('Sample Read Depth (DP)')\n",
    "ax.legend()\n",
    "fig.suptitle('Number of calls per depth and fraction of calls which are Hz',\n",
    "             fontsize='xx-large')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_variant_relation(recs, f1, f2):\n",
    "    rel = defaultdict(int)\n",
    "    for rec in recs:\n",
    "        if not rec.is_snp:\n",
    "             continue\n",
    "        try:\n",
    "            v1 = f1(rec)\n",
    "            v2 = f2(rec)\n",
    "            if v1 is None or v2 is None:\n",
    "                continue  # We ignore Nones\n",
    "            rel[(v1, v2)] += 1\n",
    "            #careful with the size, floats: round?\n",
    "        except:\n",
    "            # This is outside the domain (typically None)\n",
    "            pass\n",
    "    return rel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "accepted_eff = ['INTERGENIC', 'INTRON', 'NON_SYNONYMOUS_CODING', 'SYNONYMOUS_CODING']\n",
    "\n",
    "def eff_to_int(rec):\n",
    "    try:\n",
    "        for annot in rec.INFO['EFF']:\n",
    "            #We use the first annotation\n",
    "            master_type = annot.split('(')[0]\n",
    "            return accepted_eff.index(master_type)\n",
    "    except ValueError:\n",
    "        return len(accepted_eff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "eff_mq0s = {}\n",
    "for name in names:\n",
    "    recs = vcf.Reader(filename=name)\n",
    "    eff_mq0s[name] = get_variant_relation(recs, lambda r: eff_to_int(r), lambda r: int(r.INFO['DP']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.98,'Distribution of variant DP per SNP type')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16,9))\n",
    "name = 'standard.vcf.gz'\n",
    "bp_vals = [[] for x in range(len(accepted_eff) + 1)]\n",
    "for k, cnt in eff_mq0s[name].items():\n",
    "    my_eff, mq0 = k\n",
    "    bp_vals[my_eff].extend([mq0] * cnt)\n",
    "    #memory usage\n",
    "#print(bp_vals[-2])\n",
    "sns.boxplot(data=bp_vals, sym='', ax=ax)\n",
    "ax.set_xticklabels(accepted_eff + ['OTHER'])\n",
    "ax.set_ylabel('DP (variant)')\n",
    "fig.suptitle('Distribution of variant DP per SNP type',\n",
    "             fontsize='xx-large')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = 'standard.vcf.gz'\n",
    "recs = vcf.Reader(filename=name)\n",
    "#mq0_dp = get_sample_relation(recs, lambda r: int(r['DP']), lambda r: int(r['GQ']))\n",
    "mq0_dp = get_variant_relation(recs, lambda r: int(r.INFO['DP']) // 10, lambda r: int(float(r.INFO['MQ'])* 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 7 688 589\n"
     ]
    }
   ],
   "source": [
    "max0 = 0\n",
    "max1 = 0\n",
    "min0 = float('inf')\n",
    "min1 = float('inf')\n",
    "for v0, v1 in mq0_dp.keys():\n",
    "    if v0 > max0:\n",
    "        max0 = v0\n",
    "    if v1 > max1:\n",
    "        max1 = v1\n",
    "    if v0 < min0:\n",
    "        min0 = v0\n",
    "    if v1 < min1:\n",
    "        min1 = v1\n",
    "print(min0, min1, max0, max1)\n",
    "min1 = 300\n",
    "max1 = 600\n",
    "max0 = 400\n",
    "mat = np.zeros((max0 + 1, max1 - min1 + 1), dtype=np.int)\n",
    "for k, cnt in mq0_dp.items():\n",
    "    v0, v1 = k\n",
    "    if v0 > max0:\n",
    "        continue\n",
    "    if v1 < min1 or v1 > max1:\n",
    "        continue\n",
    "    mat[v0, v1 - min1] = cnt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import colors\n",
    "fig, ax = plt.subplots(figsize=(16,9))\n",
    "mtax = ax.matshow(mat, norm=colors.LogNorm(), cmap=plt.get_cmap('spring'))\n",
    "ax.set_xlabel('DP')\n",
    "ax.set_xlabel('GQ')\n",
    "cbar = fig.colorbar(mtax, orientation='vertical')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
